{"meta":{"query_hash":"9d4f3e32d401","filters":{"venue":"Biosystems & biorobotics"},"cohort_total":19,"direct_labels_cover":0,"predictions_cover":19,"exported":19,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/9d4f3e32d401","api":"https://metacan.xera.ac/api/v1/cohort?venue=Biosystems+%26+biorobotics"},"results":[{"id":"W107728631","doi":"10.1007/978-3-319-08072-7_47","title":"Equivalent Bilateral Early Latency Cutaneous Reflex Amplitudes during Graded Contractions in Right Handers","year":2014,"lang":"en","type":"book-chapter","venue":"Biosystems & biorobotics","topic":"Hemispheric Asymmetry in Neuroscience","field":"Neuroscience","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"International Collaboration On Repair Discoveries; University of Victoria","funders":"","keywords":"Wrist; Reflex; Stimulation; Medicine; Anatomy; Neuroscience; Muscle contraction; Elbow; Physical medicine and rehabilitation; Psychology; Anesthesia","score_opus":0.040561879713839274,"score_gpt":0.26420697238285334,"score_spread":0.22364509266901406,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W107728631","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98932195,0.0006590923,0.002770313,0.00007404365,0.0000415232,0.00002956022,0.00034342887,0.00006666437,0.006693515],"genre_scores_gemma":[0.9952226,0.0001799647,0.00061595335,0.000040593142,0.000015457845,0.000012549939,0.0001130653,0.000017315924,0.0037824672],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.99988556,0.000015358677,0.000008654397,0.000039973616,0.000025417941,0.000024949642],"domain_scores_gemma":[0.9997837,0.000094593524,0.000036074027,0.000028141083,0.000020450925,0.000036917172],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021356456,0.0003107041,0.00020353447,0.00026499448,0.00010810387,0.0001994838,0.00021575596,0.0002991973,0.004726406],"category_scores_gemma":[0.00074427295,0.00010227566,0.000121427554,0.000107274456,0.00035226747,0.0002588091,0.00020683464,0.00028530322,0.00047136954],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0034159645,0.00034270456,0.0105905095,0.00015856362,0.000045434652,0.0034027186,0.00054693525,0.0004002116,0.90022343,0.0007763637,0.00075672445,0.07934053],"study_design_scores_gemma":[0.00013687434,0.001620362,0.8956551,0.00007392568,0.00008623489,0.0118192015,0.00058378844,0.001857788,0.08431754,0.0017076976,0.0020900094,0.0000514272],"about_ca_topic_score_codex":0.0010851254,"about_ca_topic_score_gemma":0.0012617373,"teacher_disagreement_score":0.004726406,"about_ca_system_score_codex":0.00015613028,"about_ca_system_score_gemma":0.00009073887,"threshold_uncertainty_score":0.015811443},"labels":[],"label_agreement":null},{"id":"W1558908072","doi":"10.1007/978-3-642-34546-3_197","title":"Creating Intelligent Rehabilitation Technology: An Interdisciplinary Effort","year":2013,"lang":"en","type":"book-chapter","venue":"Biosystems & biorobotics","topic":"Stroke Rehabilitation and Recovery","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Rehabilitation Institute; University of Toronto","funders":"","keywords":"Neurorehabilitation; Rehabilitation; Engineering ethics; Diversity (politics); Psychology; Engineering; Sociology; Neuroscience","score_opus":0.018973337288016805,"score_gpt":0.300157547339841,"score_spread":0.2811842100518242,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1558908072","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0045627393,0.07286118,0.25770164,0.010830194,0.0024620483,0.00019045894,0.00009126309,0.0007322843,0.6505682],"genre_scores_gemma":[0.057583142,0.10052984,0.3516589,0.006056215,0.0015417213,0.00037468705,0.00032900844,0.0010849801,0.48084152],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9993882,0.00016599578,0.000026160827,0.000081143735,0.00029721792,0.000041204832],"domain_scores_gemma":[0.99929106,0.0004818298,0.000016508557,0.000054799355,0.00010011461,0.00005564703],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015041857,0.001009587,0.00068360334,0.0013442585,0.0012336152,0.006659247,0.0013915667,0.0022580773,0.011989137],"category_scores_gemma":[0.0011643892,0.000522608,0.0005486348,0.0009479328,0.0029697262,0.006982371,0.002815151,0.0034361666,0.004570459],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011628926,0.0001040592,0.00016308106,0.0007104831,0.000018697237,0.00015747859,0.0037037025,0.0023524582,0.0030860172,0.53499496,0.054548338,0.4001491],"study_design_scores_gemma":[0.000004421411,0.000032443524,0.00023186686,0.00065608084,0.000011904817,0.0005193252,0.0012720525,0.0019532046,0.0013856908,0.14335658,0.8505513,0.000025087204],"about_ca_topic_score_codex":0.0007220887,"about_ca_topic_score_gemma":0.0014583992,"teacher_disagreement_score":0.011989137,"about_ca_system_score_codex":0.0014674761,"about_ca_system_score_gemma":0.0016854906,"threshold_uncertainty_score":0.040107667},"labels":[],"label_agreement":null},{"id":"W168178866","doi":"10.1007/978-3-319-08072-7_7","title":"The Control of Interlimb Coordination during Left-Right and Transverse Split-Belt Locomotion in Intact and Spinal Cord-Injured Cats","year":2014,"lang":"en","type":"book-chapter","venue":"Biosystems & biorobotics","topic":"Spinal Cord Injury Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Quadrupedalism; Spinal cord; CATS; Treadmill; Anatomy; Physical medicine and rehabilitation; Medicine; Biology; Neuroscience; Physical therapy; Internal medicine","score_opus":0.02198018050391575,"score_gpt":0.30148343991326826,"score_spread":0.2795032594093525,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W168178866","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9182176,0.0075084227,0.02793163,0.00055849017,0.00010456931,0.000114599985,0.00090959726,0.00022185342,0.044433318],"genre_scores_gemma":[0.9582393,0.0024413236,0.008353321,0.00008184467,0.000013035387,0.0000893869,0.00036399992,0.00005596656,0.030361775],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99995255,0.0000060111165,0.0000030905712,0.000013019735,0.00001588965,0.000009419568],"domain_scores_gemma":[0.9999342,0.000024682311,0.0000114707345,0.0000075034536,0.000010225378,0.000011913888],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012861383,0.0001659185,0.00013099445,0.00019821066,0.00017229305,0.00034503915,0.00033300248,0.00025697678,0.0014847479],"category_scores_gemma":[0.00018565808,0.00013662927,0.000110793386,0.00014952812,0.0004263672,0.00020011418,0.00022634414,0.0002269412,0.00016746263],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005473071,0.00007472248,0.0032423006,0.0002521797,0.000047712143,0.00034314304,0.00087393087,0.0075783064,0.82060343,0.008344174,0.0015869753,0.15650578],"study_design_scores_gemma":[0.0001359644,0.0011748186,0.6386207,0.0005887427,0.000128886,0.0013412366,0.0011858081,0.08509047,0.20057417,0.015702788,0.05525363,0.00020275799],"about_ca_topic_score_codex":0.0068961107,"about_ca_topic_score_gemma":0.016071672,"teacher_disagreement_score":0.0068961107,"about_ca_system_score_codex":0.00038439926,"about_ca_system_score_gemma":0.00033300815,"threshold_uncertainty_score":0.013711929},"labels":[],"label_agreement":null},{"id":"W2229167925","doi":"10.1007/978-3-319-08072-7_71","title":"Reliability of Multiple Baseline Measures for Locomotor Retraining after Stroke","year":2014,"lang":"en","type":"book-chapter","venue":"Biosystems & biorobotics","topic":"Stroke Rehabilitation and Recovery","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"International Collaboration On Repair Discoveries; University of Victoria","funders":"","keywords":"Isometric exercise; Intraclass correlation; Physical medicine and rehabilitation; Repeated measures design; Physical therapy; Medicine; Reliability (semiconductor); Stroke (engine); Analysis of variance; Psychology; Mathematics; Statistics; Psychometrics; Internal medicine","score_opus":0.028147203056858878,"score_gpt":0.262131439935417,"score_spread":0.2339842368785581,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2229167925","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9218987,0.015677163,0.042333364,0.0005852725,0.0011785905,0.00036318813,0.0027344,0.0006975935,0.014531764],"genre_scores_gemma":[0.97809416,0.0020543367,0.012192559,0.00011780537,0.00022999254,0.00032881004,0.001879327,0.00011711322,0.004985832],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99603146,0.0010796644,0.000448275,0.0007061269,0.0015753644,0.00015912892],"domain_scores_gemma":[0.9833182,0.010262951,0.0012987728,0.0014583138,0.003387236,0.00027448635],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00701241,0.0006273023,0.00095104345,0.0013420768,0.0003628774,0.00075204554,0.0011218704,0.0011164843,0.0016279769],"category_scores_gemma":[0.025919396,0.0005924307,0.0007070872,0.00077178364,0.0006342361,0.001107684,0.0007634778,0.0009945342,0.0012275295],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0027835474,0.00048892834,0.4877932,0.0005912192,0.0010340816,0.00022651142,0.002175971,0.0025743358,0.015520544,0.00065417605,0.010282356,0.47587517],"study_design_scores_gemma":[0.000030901494,0.0011957684,0.98998964,0.00013520353,0.00013137411,0.0004275213,0.00031525112,0.0026061428,0.00241058,0.00066637347,0.0020346602,0.000056530356],"about_ca_topic_score_codex":0.0018987772,"about_ca_topic_score_gemma":0.006390567,"teacher_disagreement_score":0.00701241,"about_ca_system_score_codex":0.0006348629,"about_ca_system_score_gemma":0.00039037436,"threshold_uncertainty_score":0.037085593},"labels":[],"label_agreement":null},{"id":"W2341041621","doi":"10.1007/978-3-319-21813-7_10","title":"Organ-on-a-Chip Platforms for Drug Screening and Tissue Engineering","year":2015,"lang":"en","type":"book-chapter","venue":"Biosystems & biorobotics","topic":"3D Printing in Biomedical Research","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Organ-on-a-chip; Chip; In vivo; Tissue engineering; Drug delivery; Nanotechnology; Biomedical engineering; Engineering; Materials science; Microfluidics; Biology; Biotechnology","score_opus":0.04749365430161086,"score_gpt":0.2677211010155832,"score_spread":0.22022744671397237,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2341041621","genre_codex":"methods","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.019596584,0.24081354,0.4824949,0.0016668278,0.0056531634,0.00031736755,0.0025327362,0.006386016,0.2405389],"genre_scores_gemma":[0.10535784,0.19025907,0.28213036,0.0026882451,0.0013595541,0.0006358723,0.004333112,0.0012218794,0.41201407],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9996208,0.000020871039,0.000009403412,0.00006844192,0.0002370306,0.000043483014],"domain_scores_gemma":[0.9998914,0.000046541936,0.000008555847,0.000015238749,0.000025408588,0.000012817661],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000294578,0.001058217,0.0009843553,0.00096187793,0.00035545471,0.0017483018,0.0018058934,0.0013520444,0.010525003],"category_scores_gemma":[0.00025752644,0.0007087201,0.0008255663,0.0008987409,0.00048597323,0.0015437389,0.0012818915,0.0017166123,0.010721059],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000814612,0.000153658,0.000129555,0.001531995,0.00007242518,0.0003573947,0.00014978462,0.004174876,0.46901992,0.031143831,0.06414937,0.42903575],"study_design_scores_gemma":[0.000018159615,0.00020934673,0.00048877386,0.00016847395,0.00007424715,0.0010048231,0.000076902295,0.009590029,0.3222992,0.0133146085,0.6526521,0.00010339604],"about_ca_topic_score_codex":0.00048164284,"about_ca_topic_score_gemma":0.0014044256,"teacher_disagreement_score":0.010525003,"about_ca_system_score_codex":0.0006137611,"about_ca_system_score_gemma":0.00032822922,"threshold_uncertainty_score":0.035209715},"labels":[],"label_agreement":null},{"id":"W2531788529","doi":"10.1007/978-3-319-46669-9_158","title":"A Biologically-Inspired Robust Control System for Myoelectric Control","year":2016,"lang":"en","type":"book-chapter","venue":"Biosystems & biorobotics","topic":"Muscle activation and electromyography studies","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Robust control; Controller (irrigation); Factorization; Control theory (sociology); SIGNAL (programming language); Control system; Control (management); Pattern recognition (psychology); Artificial intelligence; Control engineering; Engineering; Algorithm; Biology","score_opus":0.017449169073496425,"score_gpt":0.19097469193345334,"score_spread":0.17352552285995693,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2531788529","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0047386563,0.00081332756,0.9852775,0.00019343001,0.00015911528,0.0000455042,0.00002629099,0.0011792433,0.007566948],"genre_scores_gemma":[0.45302063,0.0010978442,0.5226181,0.00044306475,0.00018662965,0.00030153725,0.00014540098,0.00027385537,0.02191291],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99984944,0.000018556553,0.000009049418,0.00004286095,0.00006926322,0.000010754117],"domain_scores_gemma":[0.99993014,0.000022424512,0.000010001526,0.000013076759,0.000018633846,0.0000056925483],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027018355,0.00042059406,0.000403231,0.00021277776,0.00028889027,0.0006295716,0.0009777294,0.00088712724,0.0031948315],"category_scores_gemma":[0.0004745174,0.00022877502,0.00040943667,0.00015434764,0.0004670753,0.00046950387,0.00069514103,0.0006233719,0.0008346333],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001205772,0.00007764614,0.00015932546,0.00035083087,0.000102216654,0.0002692696,0.00021673531,0.23749214,0.34831977,0.06977837,0.0049980073,0.33811507],"study_design_scores_gemma":[0.000031004172,0.00025951234,0.0003356239,0.000049754617,0.000043643653,0.00023921514,0.000016952146,0.92015,0.029533492,0.020865612,0.028435,0.00004029893],"about_ca_topic_score_codex":0.0005766131,"about_ca_topic_score_gemma":0.0006514591,"teacher_disagreement_score":0.0031948315,"about_ca_system_score_codex":0.00027271462,"about_ca_system_score_gemma":0.0002701614,"threshold_uncertainty_score":0.010687828},"labels":[],"label_agreement":null},{"id":"W3185814957","doi":"10.1007/978-3-030-69547-7_46","title":"Benefits and Potential of a Neuromuscular Controller for Exoskeleton-Assisted Walking","year":2021,"lang":"en","type":"book-chapter","venue":"Biosystems & biorobotics","topic":"Prosthetics and Rehabilitation Robotics","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Exoskeleton; Usability; Powered exoskeleton; Physical medicine and rehabilitation; Wearable computer; Modular design; Gait; Controller (irrigation); Rehabilitation robotics; Human–computer interaction; Computer science; Adaptation (eye); Engineering; Robot; Simulation; Medicine; Psychology; Artificial intelligence; Neuroscience; Embedded system","score_opus":0.013208428275430253,"score_gpt":0.199860536112907,"score_spread":0.18665210783747674,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3185814957","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10557899,0.043382052,0.48724812,0.002188602,0.0014088082,0.000119490986,0.00031016223,0.0018474231,0.35791638],"genre_scores_gemma":[0.6341146,0.024426138,0.13107857,0.00055350823,0.00069762144,0.00013137377,0.00031193,0.00022411227,0.2084621],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9999448,0.000007699318,0.0000032797457,0.000009145495,0.00003097072,0.000004052623],"domain_scores_gemma":[0.9999242,0.00004011689,0.000003738084,0.000007752142,0.000018966637,0.000005327506],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013736603,0.00023074816,0.00013284164,0.00025508422,0.00011416646,0.00057630264,0.0003842285,0.00040754705,0.0067703123],"category_scores_gemma":[0.00024568528,0.000077792356,0.00014912216,0.0001522383,0.00019715061,0.0006392076,0.00028369343,0.00027419077,0.00096826785],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00036950796,0.00017568516,0.00029505714,0.00062605826,0.000044801225,0.00038154837,0.00011217106,0.009374571,0.12296954,0.034307096,0.0064708083,0.82487315],"study_design_scores_gemma":[0.00021408647,0.0033162045,0.014291542,0.0014057483,0.00040767124,0.006945023,0.000470559,0.26528993,0.15443532,0.10585081,0.4472202,0.00015284828],"about_ca_topic_score_codex":0.00021415569,"about_ca_topic_score_gemma":0.00043201106,"teacher_disagreement_score":0.0067703123,"about_ca_system_score_codex":0.000082735714,"about_ca_system_score_gemma":0.00010027434,"threshold_uncertainty_score":0.02264893},"labels":[],"label_agreement":null},{"id":"W3202317279","doi":"10.1007/978-3-030-70316-5_53","title":"Sit-to-Stand Models of Older Adults Should Include Muscle Nonlinearities and Arms","year":2021,"lang":"en","type":"book-chapter","venue":"Biosystems & biorobotics","topic":"Balance, Gait, and Falls Prevention","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Physical medicine and rehabilitation; Movement (music); Tracking (education); Track (disk drive); Torque; Computer science; Physical therapy; Simulation; Psychology; Medicine; Physics","score_opus":0.05646042804024494,"score_gpt":0.33024318494451627,"score_spread":0.27378275690427134,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3202317279","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.022644045,0.004150552,0.77433795,0.006879223,0.0021862478,0.00011834951,0.0023771112,0.0019994504,0.18530707],"genre_scores_gemma":[0.37480894,0.008071259,0.19912732,0.0026622345,0.0014501072,0.00053285627,0.0029442853,0.0008010464,0.40960187],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999956,0.000007892363,0.0000027745784,0.000010262276,0.000018245506,0.00000485344],"domain_scores_gemma":[0.9998933,0.00004066873,0.000009686718,0.000011394133,0.000035569148,0.0000094237],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019356555,0.0007247743,0.00047493397,0.00017829084,0.00029170664,0.0006700583,0.0008014804,0.0011958377,0.013607057],"category_scores_gemma":[0.00056223007,0.0005220765,0.0005972608,0.00016452679,0.0001879255,0.0017872324,0.00040368043,0.0012145657,0.0064970567],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005699932,0.00018778178,0.0047177444,0.00043828407,0.000106588224,0.00038309747,0.00041967866,0.48464245,0.0075229574,0.1742032,0.12046217,0.20685916],"study_design_scores_gemma":[0.000012907203,0.000099580095,0.003997983,0.0002062584,0.00005397063,0.0002670007,0.00014876694,0.70927244,0.0013153619,0.16297676,0.1216038,0.000045100947],"about_ca_topic_score_codex":0.0066285925,"about_ca_topic_score_gemma":0.011150747,"teacher_disagreement_score":0.013607057,"about_ca_system_score_codex":0.00027150358,"about_ca_system_score_gemma":0.00053114403,"threshold_uncertainty_score":0.045520127},"labels":[],"label_agreement":null},{"id":"W4405582315","doi":"10.1007/978-3-031-77584-0_43","title":"Brainstem-Originating Neuromodulatory Inputs to Spinal Motoneurons May Facilitate Motor Impairments in Chronic Stroke","year":2024,"lang":"en","type":"book-chapter","venue":"Biosystems & biorobotics","topic":"Transcranial Magnetic Stimulation Studies","field":"Neuroscience","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Brainstem; Neuroscience; Chronic stroke; Medicine; Physical medicine and rehabilitation; Stroke (engine); Psychology; Rehabilitation; Engineering","score_opus":0.06753817065401094,"score_gpt":0.29769067077453576,"score_spread":0.23015250012052482,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405582315","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14530176,0.097280756,0.04476574,0.006026179,0.0020927275,0.00015310977,0.0005751122,0.0006744994,0.70313025],"genre_scores_gemma":[0.3526728,0.054600634,0.016378678,0.001001055,0.00046028575,0.00011174409,0.00033979162,0.00009605935,0.574339],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9999846,0.0000020213652,9.4468453e-7,0.000002070319,0.000007551414,0.0000028541315],"domain_scores_gemma":[0.9999794,0.000012474142,0.0000016668076,9.1054955e-7,0.0000036343322,0.0000020124585],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000066988425,0.00023692241,0.00014548433,0.0002501338,0.00015731486,0.0004619001,0.00027635967,0.00042854925,0.009107224],"category_scores_gemma":[0.00012273215,0.00004901313,0.00011325651,0.00023275848,0.00027928254,0.0004251368,0.00024139292,0.0003785235,0.001197213],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025006663,0.00012486608,0.0012418412,0.0011338515,0.000021633177,0.0026455724,0.00083944964,0.0009143734,0.11757924,0.07320406,0.032619078,0.7694259],"study_design_scores_gemma":[0.000091962414,0.0014790853,0.09476838,0.0016612627,0.00014093047,0.020355461,0.0019613514,0.006232788,0.094190784,0.15411457,0.6249186,0.00008497974],"about_ca_topic_score_codex":0.0009018892,"about_ca_topic_score_gemma":0.005031497,"teacher_disagreement_score":0.009107224,"about_ca_system_score_codex":0.000272082,"about_ca_system_score_gemma":0.0002860326,"threshold_uncertainty_score":0.030466735},"labels":[],"label_agreement":null},{"id":"W4405582562","doi":"10.1007/978-3-031-77584-0_3","title":"Cortical Excitability During Arm Cycling: A TMS Perspective","year":2024,"lang":"en","type":"book-chapter","venue":"Biosystems & biorobotics","topic":"Transcranial Magnetic Stimulation Studies","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Cycling; Perspective (graphical); Neuroscience; Physical medicine and rehabilitation; Psychology; Medicine; Computer science; History; Artificial intelligence","score_opus":0.05798834707746752,"score_gpt":0.2916766892239023,"score_spread":0.23368834214643475,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405582562","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.027873673,0.3443747,0.09495822,0.0079169655,0.0024347708,0.00006561661,0.00033907135,0.0004021759,0.5216348],"genre_scores_gemma":[0.37728375,0.26077792,0.03178311,0.0038757029,0.005506811,0.00020639322,0.00024106946,0.00022297695,0.32010224],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9999554,0.0000095436,0.0000025577572,0.000012572972,0.000014856319,0.000005056102],"domain_scores_gemma":[0.9998914,0.0000897406,0.000003359723,0.0000042036286,0.000007919508,0.000003436603],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017397343,0.0002925338,0.00023771232,0.00044124556,0.000156353,0.0010154601,0.0006749385,0.0010982524,0.005186497],"category_scores_gemma":[0.00024017206,0.00014364657,0.00020878413,0.00040369737,0.0008536621,0.0009912272,0.0003330958,0.0007738327,0.0008925841],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00026731915,0.00009189457,0.0002911656,0.0016248208,0.000042038624,0.0010382067,0.0006742333,0.0049065105,0.124763235,0.32362297,0.017066266,0.5256113],"study_design_scores_gemma":[0.000033325316,0.0005870102,0.009713905,0.0012846149,0.00007559766,0.004848095,0.00058218266,0.012950869,0.03546724,0.41849557,0.5158855,0.000076120785],"about_ca_topic_score_codex":0.00057583407,"about_ca_topic_score_gemma":0.0012991478,"teacher_disagreement_score":0.005186497,"about_ca_system_score_codex":0.00041867216,"about_ca_system_score_gemma":0.0002780718,"threshold_uncertainty_score":0.017350554},"labels":[],"label_agreement":null},{"id":"W4405582659","doi":"10.1007/978-3-031-77584-0_55","title":"An Algorithm for Gait Segmentation Using Surface Electromyography and Subsequence Dynamic Time Warping","year":2024,"lang":"en","type":"book-chapter","venue":"Biosystems & biorobotics","topic":"Muscle activation and electromyography studies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Dynamic time warping; Subsequence; Segmentation; Computer science; Gait; Electromyography; Image warping; Artificial intelligence; Longest common subsequence problem; Computer vision; Pattern recognition (psychology); Algorithm; Physical medicine and rehabilitation; Mathematics; Medicine","score_opus":0.013467276105675614,"score_gpt":0.23816954363518833,"score_spread":0.22470226752951272,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405582659","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0012889138,0.00013089628,0.9964792,0.00003181235,0.000054440578,0.000058872716,0.000070301605,0.001435532,0.00045006908],"genre_scores_gemma":[0.0067535155,0.00014426852,0.9901484,0.00003676155,0.000026102694,0.00011813444,0.000277002,0.00023029519,0.0022654496],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99951935,0.00003092748,0.000041040454,0.00018450679,0.00018781438,0.000036436886],"domain_scores_gemma":[0.99959224,0.00010075866,0.00002898876,0.000048481936,0.00020663986,0.00002290166],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00062198355,0.0016110683,0.001630181,0.002194926,0.00092338206,0.0014209868,0.0020392344,0.0016983171,0.0070089744],"category_scores_gemma":[0.0010208135,0.0011244034,0.0012920358,0.002509664,0.00062018586,0.0011780333,0.0013238103,0.0013664452,0.004996146],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000902325,0.000048012374,0.00023791853,0.00008672652,0.000061311745,0.00009738899,0.000060084534,0.016919369,0.02604806,0.0030218123,0.005932083,0.947397],"study_design_scores_gemma":[0.000079330974,0.00022182566,0.002776998,0.00007244982,0.00014681283,0.0011997644,0.00012151497,0.8890006,0.051467277,0.017639117,0.03716662,0.000107589985],"about_ca_topic_score_codex":0.0062974794,"about_ca_topic_score_gemma":0.008929537,"teacher_disagreement_score":0.0070089744,"about_ca_system_score_codex":0.0006179196,"about_ca_system_score_gemma":0.0014785645,"threshold_uncertainty_score":0.023447335},"labels":[],"label_agreement":null},{"id":"W4405582665","doi":"10.1007/978-3-031-77584-0_84","title":"Automated Assessment of Musculoskeletal Injury Rehabilitation Using Underfoot Gait Patterns and Deep Learning Algorithms","year":2024,"lang":"en","type":"book-chapter","venue":"Biosystems & biorobotics","topic":"Gait Recognition and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Gait; Physical medicine and rehabilitation; Rehabilitation; Algorithm; Computer science; Physical therapy; Machine learning; Artificial intelligence; Medicine","score_opus":0.013533787097894058,"score_gpt":0.27172940224968173,"score_spread":0.2581956151517877,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405582665","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23494679,0.0022034547,0.75111306,0.00036854728,0.00014723926,0.00023864402,0.0013751546,0.0016496977,0.007957445],"genre_scores_gemma":[0.780116,0.0015263399,0.2028279,0.0002450039,0.00008451563,0.0001720789,0.0012731587,0.00017108826,0.013583927],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998099,0.000022895227,0.000013362106,0.000045197132,0.00008347837,0.000025186551],"domain_scores_gemma":[0.9997893,0.000061335304,0.00002504154,0.00001660145,0.000091619455,0.000016097614],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028993908,0.0006264476,0.00045912535,0.0009902588,0.00015590072,0.0008848242,0.0005076162,0.0006006666,0.0026570244],"category_scores_gemma":[0.0007143162,0.00024093835,0.00033546603,0.0004975731,0.00018194212,0.0005554223,0.00050643797,0.00028591565,0.0010571142],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003410573,0.00022612877,0.009041908,0.00019751876,0.00007484872,0.00017014437,0.0000620848,0.04165446,0.06268002,0.0008995334,0.0046711196,0.8799811],"study_design_scores_gemma":[0.000027083703,0.00043913486,0.034768175,0.00014367698,0.00007182626,0.00068492896,0.00011873563,0.9245432,0.030819872,0.004787678,0.003549155,0.00004648637],"about_ca_topic_score_codex":0.0024002083,"about_ca_topic_score_gemma":0.0071683186,"teacher_disagreement_score":0.0026570244,"about_ca_system_score_codex":0.00025052906,"about_ca_system_score_gemma":0.00051310065,"threshold_uncertainty_score":0.008888662},"labels":[],"label_agreement":null},{"id":"W4405582967","doi":"10.1007/978-3-031-77584-0_97","title":"Feasibility Study of Dendritic Gated Networks for Upper Limb Prosthetic Control","year":2024,"lang":"en","type":"book-chapter","venue":"Biosystems & biorobotics","topic":"Muscle activation and electromyography studies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Physical medicine and rehabilitation; Medicine; Computer science","score_opus":0.02057869878008413,"score_gpt":0.233230093638342,"score_spread":0.21265139485825785,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405582967","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.50414294,0.0009392651,0.44399974,0.00044720565,0.00016531532,0.0003404352,0.0006319465,0.00077354995,0.048559543],"genre_scores_gemma":[0.9528622,0.00014049067,0.04200265,0.000034190645,0.000013324134,0.00005391866,0.00010302797,0.000031647607,0.0047585843],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9999678,0.0000053735203,0.0000010768113,0.000009486985,0.000010332111,0.0000059160493],"domain_scores_gemma":[0.9998299,0.00009243712,0.0000051011225,0.00001942533,0.000038051847,0.000015097877],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016281525,0.00014216265,0.00012156844,0.00012010017,0.00023744798,0.00031230453,0.00055376056,0.00031993602,0.005933015],"category_scores_gemma":[0.0005046158,0.000070431626,0.00013428845,0.00013217148,0.00017421678,0.0004256557,0.00017820467,0.00020278171,0.0005136115],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007302969,0.0002564165,0.001203004,0.0001676661,0.000021472191,0.00034635398,0.00006758333,0.021354772,0.8694905,0.028928502,0.0015102029,0.075923204],"study_design_scores_gemma":[0.00016199937,0.0012146906,0.0070967544,0.00002341786,0.000047251546,0.0005842022,0.0001300751,0.747493,0.2187542,0.016471067,0.008001083,0.000022296517],"about_ca_topic_score_codex":0.0012753772,"about_ca_topic_score_gemma":0.0014645276,"teacher_disagreement_score":0.005933015,"about_ca_system_score_codex":0.00032032607,"about_ca_system_score_gemma":0.00027307443,"threshold_uncertainty_score":0.01984793},"labels":[],"label_agreement":null},{"id":"W4405583021","doi":"10.1007/978-3-031-77584-0_5","title":"Comparing Arm and Leg Cycling with Motorized vs. FES Assistance for Walking Rehabilitation in Incomplete Spinal Cord Injury","year":2024,"lang":"en","type":"book-chapter","venue":"Biosystems & biorobotics","topic":"Spinal Cord Injury Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Women and Children’s Health Research Institute","funders":"","keywords":"Cycling; Spinal cord injury; Physical medicine and rehabilitation; Rehabilitation; Medicine; Functional electrical stimulation; Physical therapy; Spinal cord; Geography; Stimulation; Internal medicine","score_opus":0.06810811525299736,"score_gpt":0.3626254269541976,"score_spread":0.2945173117012002,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405583021","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8814085,0.054133795,0.004881415,0.001920745,0.0022138315,0.0012039981,0.002642599,0.000116713076,0.051478352],"genre_scores_gemma":[0.8842251,0.02631933,0.0058516897,0.0010578281,0.0005901681,0.0017348338,0.0026560973,0.00006737736,0.07749752],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99972266,0.00013349038,0.000026150447,0.000030861636,0.00005954593,0.000027305932],"domain_scores_gemma":[0.99934155,0.0005584416,0.00002585676,0.000012069087,0.000032467447,0.000029503562],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00080622383,0.0003620331,0.00075347273,0.00023912397,0.00010500466,0.0003304695,0.00048074662,0.00052218576,0.013304282],"category_scores_gemma":[0.0017335642,0.00008786422,0.00071383343,0.0002469344,0.00014410671,0.00024861927,0.00027690272,0.00043010933,0.0007524631],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.12731244,0.0046687056,0.0039017333,0.003497353,0.002035858,0.00025624502,0.00043985166,0.0032406794,0.010187044,0.0019380706,0.0090198815,0.83350223],"study_design_scores_gemma":[0.035537265,0.4923174,0.34313664,0.006975469,0.011383029,0.0011233926,0.0026445375,0.011494251,0.019956807,0.0095683625,0.06565234,0.00021044225],"about_ca_topic_score_codex":0.0021185663,"about_ca_topic_score_gemma":0.0066644945,"teacher_disagreement_score":0.013304282,"about_ca_system_score_codex":0.0004179408,"about_ca_system_score_gemma":0.00056605233,"threshold_uncertainty_score":0.044507265},"labels":[],"label_agreement":null},{"id":"W4407952582","doi":"10.1007/978-3-031-77588-8_46","title":"Investigating the Human Adaptation Behaviour to Active Ankle Exoskeleton Use: Kinematics and Energetics Perspective","year":2025,"lang":"en","type":"book-chapter","venue":"Biosystems & biorobotics","topic":"Prosthetics and Rehabilitation Robotics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Energetics; Exoskeleton; Kinematics; Perspective (graphical); Adaptation (eye); Physical medicine and rehabilitation; Ankle; Computer science; Psychology; Medicine; Physics; Artificial intelligence; Anatomy; Biology; Classical mechanics; Ecology; Neuroscience","score_opus":0.023444438044409797,"score_gpt":0.2452000052767197,"score_spread":0.2217555672323099,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407952582","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.680793,0.014959525,0.20411515,0.0013564067,0.00018048067,0.00007255778,0.0007824624,0.00026460848,0.09747585],"genre_scores_gemma":[0.9312782,0.0078330105,0.029419728,0.0001700957,0.000077281686,0.000051827938,0.00029372302,0.00008602743,0.030790053],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.999956,0.0000105813115,0.0000017903232,0.000012499072,0.000013494538,0.000005662272],"domain_scores_gemma":[0.9999305,0.000045732188,0.000008326076,0.0000047065528,0.000007054654,0.000003686842],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013981022,0.00024669484,0.00025031823,0.00020261337,0.00013224661,0.0007519066,0.00026906916,0.00031900615,0.00588101],"category_scores_gemma":[0.0003051065,0.00016025615,0.00024275862,0.00042986256,0.00031424616,0.0005712144,0.00028504277,0.00024341684,0.0007711771],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00040386777,0.0002633,0.0153851155,0.0013401178,0.00020576346,0.00090423925,0.001347238,0.03822847,0.4537209,0.039512616,0.0034081142,0.44528022],"study_design_scores_gemma":[0.000043230997,0.0018519994,0.49617276,0.0006048738,0.00023652209,0.003979263,0.0059084753,0.22025111,0.09872855,0.11428682,0.05775161,0.00018483972],"about_ca_topic_score_codex":0.0007589766,"about_ca_topic_score_gemma":0.0014518636,"teacher_disagreement_score":0.00588101,"about_ca_system_score_codex":0.00013014818,"about_ca_system_score_gemma":0.00013424056,"threshold_uncertainty_score":0.019673944},"labels":[],"label_agreement":null},{"id":"W4407952888","doi":"10.1007/978-3-031-77588-8_103","title":"Enabling Safe Sit-To-Stand Support with Mobile Robots: 3D Visual Pose Estimation in Close Quarters and Support Adaptation","year":2025,"lang":"en","type":"book-chapter","venue":"Biosystems & biorobotics","topic":"Balance, Gait, and Falls Prevention","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Adaptation (eye); Computer science; Pose; Human–computer interaction; Artificial intelligence; Robot; Mobile robot; Estimation; Computer vision; Psychology; Engineering; Systems engineering","score_opus":0.021377472987693158,"score_gpt":0.32687370257304527,"score_spread":0.3054962295853521,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407952888","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03131527,0.0024857838,0.94530404,0.00035343625,0.00032227032,0.000052423955,0.00028020315,0.0039966307,0.015889911],"genre_scores_gemma":[0.65230274,0.0036521836,0.30814382,0.00029687412,0.00020924526,0.00017080545,0.0010594936,0.0008228387,0.033342008],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9998343,0.00001788475,0.000005655814,0.000043779106,0.00007337594,0.000024985675],"domain_scores_gemma":[0.9999143,0.000025521027,0.000009393695,0.00001753511,0.000021769998,0.000011411642],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015603799,0.00081386784,0.0006674891,0.00025545296,0.00024630612,0.00072193454,0.0009052813,0.0007382192,0.006845188],"category_scores_gemma":[0.00045701023,0.0004770974,0.000526592,0.00028033444,0.00029643095,0.0009606352,0.0013833236,0.000604313,0.0030021116],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022550466,0.00013518329,0.0008141901,0.00023216313,0.000047668793,0.00023418784,0.0003130825,0.057834417,0.089385435,0.0039269733,0.014892048,0.8319591],"study_design_scores_gemma":[0.000049233517,0.00052331114,0.008097221,0.0002227715,0.00007571811,0.0010119596,0.00057071965,0.86717594,0.045459215,0.020161778,0.05653106,0.00012101323],"about_ca_topic_score_codex":0.0019092569,"about_ca_topic_score_gemma":0.0029014936,"teacher_disagreement_score":0.006845188,"about_ca_system_score_codex":0.00013698409,"about_ca_system_score_gemma":0.00027220315,"threshold_uncertainty_score":0.02289939},"labels":[],"label_agreement":null},{"id":"W4407953001","doi":"10.1007/978-3-031-77588-8_98","title":"Research of Hybrid Gait Orthosis Analysis for Paraplegics","year":2025,"lang":"en","type":"book-chapter","venue":"Biosystems & biorobotics","topic":"Cerebral Palsy and Movement Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Workers Compensation Board of British Columbia","funders":"","keywords":"Physical medicine and rehabilitation; Gait; Gait analysis; Medicine","score_opus":0.08561000844632402,"score_gpt":0.35396077834127254,"score_spread":0.26835076989494855,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407953001","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.040993176,0.029384574,0.8489229,0.00058429217,0.00069038884,0.00007946694,0.00049820927,0.0010397356,0.07780728],"genre_scores_gemma":[0.3440546,0.02957388,0.3881229,0.00030836384,0.0004955593,0.00012092186,0.0018588136,0.00057366083,0.23489125],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99971896,0.000039067607,0.000012141643,0.000056806723,0.00016031992,0.000012663574],"domain_scores_gemma":[0.9996835,0.00014817962,0.000013204852,0.000027174245,0.00011763296,0.000010314407],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005284207,0.000546328,0.0004831234,0.001214811,0.00017093633,0.0011520957,0.000643279,0.00038369503,0.00877581],"category_scores_gemma":[0.0006013695,0.00021632922,0.00038188903,0.0013543003,0.0004216985,0.0009511418,0.00038997954,0.00034961503,0.0016605929],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007118175,0.00006102414,0.0011876768,0.0004389914,0.00004245162,0.000120377175,0.0002198616,0.01396222,0.031117253,0.030130459,0.008683617,0.9139649],"study_design_scores_gemma":[0.000034314788,0.00080610876,0.028502,0.0008485911,0.0001458991,0.002918703,0.0010980458,0.5033376,0.060097963,0.09255477,0.30952418,0.00013181867],"about_ca_topic_score_codex":0.0013311146,"about_ca_topic_score_gemma":0.0017897477,"teacher_disagreement_score":0.00877581,"about_ca_system_score_codex":0.00031084396,"about_ca_system_score_gemma":0.00036762093,"threshold_uncertainty_score":0.02935797},"labels":[],"label_agreement":null},{"id":"W4407953413","doi":"10.1007/978-3-031-77588-8_30","title":"Predictive Control for Bio-Protective Robotic Exoskeletons: Closed-Loop Control of Internal Body Forces","year":2025,"lang":"en","type":"book-chapter","venue":"Biosystems & biorobotics","topic":"Prosthetics and Rehabilitation Robotics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geomechanica (Canada)","funders":"","keywords":"Exoskeleton; Closed loop; Control (management); Control theory (sociology); Control engineering; Computer science; Engineering; Simulation; Artificial intelligence","score_opus":0.007098390812873927,"score_gpt":0.21415235334314012,"score_spread":0.2070539625302662,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407953413","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004479413,0.013436919,0.94197565,0.00037425538,0.00061700627,0.000036552876,0.00007066059,0.0010159966,0.03799365],"genre_scores_gemma":[0.6528531,0.027211666,0.17302683,0.0007529327,0.0009560185,0.00030971513,0.00040949706,0.00037749615,0.14410277],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9998808,0.000013626929,0.0000049808996,0.000029209312,0.00006320353,0.000008186335],"domain_scores_gemma":[0.9999273,0.000036745743,0.000007203499,0.000008787454,0.000017741855,0.000002227069],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017478783,0.0005964794,0.00039058973,0.00019317947,0.00017937414,0.0007707444,0.00079041405,0.00062037585,0.0036051597],"category_scores_gemma":[0.00035495864,0.00025165518,0.00021558405,0.00028967438,0.000531498,0.0006894782,0.000405556,0.0007627789,0.0010904601],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014128002,0.00011111257,0.00015518468,0.0010721692,0.000054307973,0.00018720934,0.00027369987,0.19854493,0.05173289,0.09484535,0.02711785,0.625764],"study_design_scores_gemma":[0.00003206623,0.00022500119,0.0008086327,0.00025953824,0.000048270238,0.000257382,0.00005880505,0.79955584,0.022463242,0.077745855,0.098487094,0.000058379766],"about_ca_topic_score_codex":0.001135952,"about_ca_topic_score_gemma":0.0013265471,"teacher_disagreement_score":0.0036051597,"about_ca_system_score_codex":0.00022320259,"about_ca_system_score_gemma":0.0002468021,"threshold_uncertainty_score":0.012060463},"labels":[],"label_agreement":null},{"id":"W4409142843","doi":"10.1007/978-3-031-85000-4_40","title":"Increased Muscle Responses to Balance Perturbations in Children with Cerebral Palsy","year":2025,"lang":"en","type":"book-chapter","venue":"Biosystems & biorobotics","topic":"Cerebral Palsy and Movement Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geomechanica (Canada)","funders":"","keywords":"Cerebral palsy; Balance (ability); Physical medicine and rehabilitation; Medicine; Psychology","score_opus":0.014835822348503192,"score_gpt":0.2444413471102107,"score_spread":0.2296055247617075,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409142843","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85062116,0.029712975,0.003206014,0.0017647705,0.00031473115,0.00006330182,0.0017161015,0.00023106535,0.112369925],"genre_scores_gemma":[0.89592916,0.019299239,0.0034992157,0.0004945429,0.00011775136,0.00010327382,0.0007589983,0.00007029022,0.079727456],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9999083,0.000013485983,0.0000052686505,0.000014874105,0.00004107197,0.000016908163],"domain_scores_gemma":[0.99982363,0.0001020841,0.000039018483,0.0000032945452,0.000019112853,0.000012940545],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014596275,0.00031712852,0.00022116784,0.00053161505,0.00020148099,0.00029772648,0.00025777012,0.00036217103,0.0069016875],"category_scores_gemma":[0.0006835037,0.00012521663,0.00017986586,0.00041618213,0.00033547357,0.00020710322,0.00035439394,0.00048135966,0.0007888437],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009305773,0.00029217912,0.15365346,0.0016403273,0.00011793929,0.025965294,0.0042131874,0.0021693113,0.090751775,0.0027288934,0.028697096,0.6888399],"study_design_scores_gemma":[0.000017865,0.0005996417,0.938675,0.00034220098,0.000056465615,0.03326775,0.0016248261,0.0004147683,0.006208121,0.0009188014,0.017850604,0.00002396422],"about_ca_topic_score_codex":0.0058887512,"about_ca_topic_score_gemma":0.009424232,"teacher_disagreement_score":0.0069016875,"about_ca_system_score_codex":0.0003446458,"about_ca_system_score_gemma":0.00021641774,"threshold_uncertainty_score":0.023088396},"labels":[],"label_agreement":null}]}