{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":7,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":7,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"60e48816c233","filters":{"venue":"SpringerBriefs in health care management and economics"}},"results":[{"id":"W2915058771","doi":"10.1007/978-3-030-04506-7_3","title":"Descriptive, Predictive, and Prescriptive Analytics","year":2019,"lang":"en","type":"book-chapter","venue":"SpringerBriefs in health care management and economics","topic":"Anomaly Detection Techniques and Applications","field":"Computer Science","cited_by":32,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Predictive analytics; Analytics; Computer science; Data science; Data analysis; Business intelligence; Descriptive statistics; Artificial intelligence; Key (lock); Machine learning; Data mining; Mathematics; Statistics","authors":[{"name":"Christo El Morr","is_ca":true},{"name":"Hossam Ali‐Hassan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01462945513273663,"gpt":0.2216422629171623,"spread":0.2070128077844257,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004389978,0.00159777,0.001138582,0.004291501,0.0005834578,0.008840321,0.001524036,0.001363843,0.005484282],"category_scores_gemma":[0.01627958,0.0006975839,0.0009284384,0.005476773,0.004858752,0.009971926,0.001960217,0.004370315,0.001445821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001553303,"about_ca_system_score_gemma":0.001616888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00141116,"about_ca_topic_score_gemma":0.001374676,"domain_scores_codex":[0.9969896,0.0007160704,0.0002487538,0.0004513584,0.001467338,0.0001268822],"domain_scores_gemma":[0.9861662,0.01057879,0.0005877813,0.001400153,0.0009709469,0.0002960967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003332323,0.00005555516,0.001591036,0.0003049563,0.00003224849,0.00005573261,0.0002897745,0.004057504,0.0003439009,0.7666255,0.01797016,0.2086402],"study_design_scores_gemma":[0.00000441671,0.00001845146,0.000704567,0.0001706518,0.00001564731,0.0001398636,0.000156725,0.02372546,0.0002842281,0.9379314,0.036824,0.00002458193],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01073668,0.1232268,0.7315236,0.01858464,0.002492029,0.0001145578,0.001371048,0.001490838,0.1104598],"genre_scores_gemma":[0.4576979,0.1250226,0.3313517,0.004220943,0.009826113,0.0004732948,0.002373097,0.0007291607,0.06830519],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008840321,"threshold_uncertainty_score":0.02321666,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2912583584","doi":"10.1007/978-3-030-04506-7_1","title":"Healthcare, Data Analytics, and Business Intelligence","year":2019,"lang":"en","type":"book-chapter","venue":"SpringerBriefs in health care management and economics","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":23,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Business intelligence; Health care; Computer science; Business analytics; Data science; Analytics; Set (abstract data type); Knowledge management; Predictive analytics; Data analysis; Data mining; Business model; Business; Business analysis","authors":[{"name":"Christo El Morr","is_ca":true},{"name":"Hossam Ali‐Hassan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1024549636834463,"gpt":0.3736305020460854,"spread":0.2711755383626391,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001348401,0.001432224,0.001292259,0.004318219,0.001080502,0.00962418,0.001000602,0.00191973,0.05524133],"category_scores_gemma":[0.003439362,0.0006358157,0.000565719,0.01091517,0.002727965,0.009458699,0.002416475,0.004556754,0.02547157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00216995,"about_ca_system_score_gemma":0.002919196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003219904,"about_ca_topic_score_gemma":0.004936842,"domain_scores_codex":[0.998689,0.0002188847,0.00006142782,0.0001685896,0.0007865288,0.00007547706],"domain_scores_gemma":[0.9978461,0.001353295,0.0000957627,0.0002156908,0.0003028973,0.0001862857],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001365741,0.00004113814,0.0001788854,0.0004259865,0.00001547515,0.00003117697,0.0002652404,0.000301326,0.0002510317,0.1868367,0.5594847,0.2521547],"study_design_scores_gemma":[0.000003149418,0.000006392792,0.0002739842,0.0003166235,0.000003832017,0.0000511426,0.0001238674,0.0003515672,0.00004722652,0.08308599,0.9157267,0.000009380465],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008199493,0.3212265,0.02028801,0.02727535,0.009535815,0.00007163496,0.001056502,0.000732573,0.6189938],"genre_scores_gemma":[0.01245333,0.2440909,0.01839438,0.007662362,0.01296192,0.0001682035,0.001608135,0.0004943903,0.7021664],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05524133,"threshold_uncertainty_score":0.1848007,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4235907943","doi":"10.1007/978-3-030-04506-7","title":"Analytics in Healthcare","year":2019,"lang":"en","type":"book","venue":"SpringerBriefs in health care management and economics","topic":"Artificial Intelligence in Healthcare","field":"Health Professions","cited_by":20,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Data science; Analytics; Computer science; Data analysis; Health care; Field (mathematics); Software analytics; Big data; Data mining; Mathematics; Political science; Software","authors":[{"name":"Christo El Morr","is_ca":true},{"name":"Hossam Ali‐Hassan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07095995132039865,"gpt":0.3909370530627084,"spread":0.3199771017423098,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001604356,0.001796864,0.0015462,0.004527192,0.0008413073,0.008101406,0.0009059389,0.001573908,0.04852422],"category_scores_gemma":[0.00383376,0.0007149081,0.0007417539,0.006320558,0.001716298,0.008658569,0.004017173,0.003139839,0.03122541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001631791,"about_ca_system_score_gemma":0.001767965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001866002,"about_ca_topic_score_gemma":0.002454078,"domain_scores_codex":[0.9981647,0.0003635783,0.0001165796,0.0002440842,0.001017862,0.00009323777],"domain_scores_gemma":[0.9982578,0.0008989598,0.00007970865,0.000281108,0.0003486169,0.0001336971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001026136,0.00002193704,0.0001166344,0.0004051779,0.00002097254,0.00003199827,0.0001993011,0.0006684882,0.0003052588,0.1420884,0.5264502,0.3296814],"study_design_scores_gemma":[0.00000410811,0.000009313896,0.0002552587,0.0004091687,0.000007657844,0.0001055059,0.0001110115,0.001943935,0.0001480674,0.1150346,0.8819605,0.00001081703],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001126755,0.2124424,0.1379921,0.03100018,0.0124377,0.000189325,0.001819229,0.003370377,0.599622],"genre_scores_gemma":[0.02094708,0.1409599,0.05410045,0.009098264,0.01161302,0.0002921528,0.004584394,0.001485349,0.7569194],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04852422,"threshold_uncertainty_score":0.1623297,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2913699606","doi":"10.1007/978-3-030-04506-7_4","title":"Healthcare Analytics Applications","year":2019,"lang":"en","type":"book-chapter","venue":"SpringerBriefs in health care management and economics","topic":"Artificial Intelligence in Healthcare","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Health care; Analytics; Data science; Computer science; Political science","authors":[{"name":"Christo El Morr","is_ca":true},{"name":"Hossam Ali‐Hassan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07924098111654782,"gpt":0.3853999124130985,"spread":0.3061589312965506,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001168438,0.001211482,0.0005853192,0.002241432,0.0007084399,0.004849143,0.00132808,0.00126786,0.1642236],"category_scores_gemma":[0.003569151,0.0004197069,0.000678386,0.00282267,0.0003518552,0.002627257,0.00295266,0.001241565,0.1088823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005339839,"about_ca_system_score_gemma":0.0009386788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001047174,"about_ca_topic_score_gemma":0.001318391,"domain_scores_codex":[0.9990271,0.000211954,0.00006623978,0.0001426689,0.000486436,0.00006571547],"domain_scores_gemma":[0.998953,0.0003404543,0.00003741745,0.0002315213,0.0003419057,0.00009572905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003305669,0.00005266774,0.0002999038,0.000323759,0.00002033869,0.00009650878,0.0001147487,0.0005071511,0.00100907,0.02945911,0.556829,0.4112546],"study_design_scores_gemma":[0.00000836547,0.00001301664,0.000318717,0.0001460545,0.000009200894,0.0001509807,0.00006746186,0.002056621,0.0006342783,0.02124847,0.9753388,0.000008152783],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002107,0.01302074,0.08672559,0.01164747,0.004265086,0.000466395,0.006501724,0.01156035,0.8637056],"genre_scores_gemma":[0.03828523,0.0189926,0.06483189,0.007928686,0.003850676,0.0005216242,0.01917754,0.001871911,0.8445398],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1642236,"threshold_uncertainty_score":0.5493827,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2911516934","doi":"10.1007/978-3-030-04506-7_2","title":"Analytics Building Blocks","year":2019,"lang":"en","type":"book-chapter","venue":"SpringerBriefs in health care management and economics","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Analytics; Computer science; Data science","authors":[{"name":"Christo El Morr","is_ca":true},{"name":"Hossam Ali‐Hassan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03999328876695567,"gpt":0.2635710618546341,"spread":0.2235777730876785,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001959067,0.001715656,0.000820622,0.002604301,0.0009548609,0.007271594,0.002678906,0.001241638,0.0678653],"category_scores_gemma":[0.005337507,0.001145355,0.001352913,0.002349419,0.001019408,0.009418496,0.005244483,0.00292663,0.06599444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007373362,"about_ca_system_score_gemma":0.001519421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001572351,"about_ca_topic_score_gemma":0.001237516,"domain_scores_codex":[0.9982199,0.0002658195,0.0001370307,0.000421652,0.0008070677,0.0001485055],"domain_scores_gemma":[0.9978899,0.0005871718,0.00006009313,0.0008550056,0.0004499676,0.0001577933],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001319857,0.000114628,0.0005096692,0.0004974887,0.00005999071,0.0001899684,0.0003810446,0.004020307,0.004912626,0.4258055,0.1526714,0.4107055],"study_design_scores_gemma":[0.00001744105,0.00003280517,0.0002183018,0.0002135664,0.00002807592,0.0001552525,0.00008479124,0.0157469,0.005598101,0.257654,0.7202196,0.00003107905],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.003326404,0.003439202,0.6880353,0.003163596,0.0008892685,0.0006235231,0.007081816,0.03271228,0.2607286],"genre_scores_gemma":[0.0598029,0.006980212,0.6466789,0.002465469,0.001114128,0.001202669,0.04049513,0.01041767,0.230843],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0678653,"threshold_uncertainty_score":0.2270321,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4231757369","doi":"10.1007/978-3-030-04506-7_5","title":"Data Visualization","year":2019,"lang":"en","type":"book-chapter","venue":"SpringerBriefs in health care management and economics","topic":"Data Visualization and Analytics","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Computer science; Visualization; Artificial intelligence","authors":[{"name":"Christo El Morr","is_ca":true},{"name":"Hossam Ali-Hassan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03998653374777412,"gpt":0.3024470009355109,"spread":0.2624604671877368,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001996925,0.001854107,0.0009624625,0.004337099,0.0009446928,0.005956623,0.001730435,0.001279914,0.1825332],"category_scores_gemma":[0.006253577,0.0009633615,0.001405552,0.003856178,0.0004376399,0.003198694,0.003382804,0.00170392,0.07017003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005110038,"about_ca_system_score_gemma":0.001385672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00183586,"about_ca_topic_score_gemma":0.002171511,"domain_scores_codex":[0.9989287,0.000180419,0.00009945854,0.0002207057,0.0004993657,0.00007133446],"domain_scores_gemma":[0.9971914,0.0007522103,0.00009973851,0.0009329541,0.0008655666,0.0001582394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001251609,0.00005521402,0.0004712676,0.000575938,0.00006490618,0.0001227313,0.0002177209,0.00166799,0.005610836,0.02086279,0.620611,0.3496144],"study_design_scores_gemma":[0.00005522911,0.00003355343,0.0008026824,0.0002730768,0.00005127077,0.0003380532,0.0001422099,0.01993179,0.01246557,0.03450123,0.9313469,0.00005837107],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004064316,0.003005592,0.5786604,0.004288305,0.00319949,0.0007924113,0.04081972,0.1675111,0.1976586],"genre_scores_gemma":[0.05618118,0.0054322,0.5573647,0.002807648,0.001198495,0.001709988,0.0618235,0.03971547,0.2737668],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1825332,"threshold_uncertainty_score":0.6106345,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4249192919","doi":"10.1007/978-3-030-04506-7_6","title":"Future Directions","year":2019,"lang":"en","type":"book-chapter","venue":"SpringerBriefs in health care management and economics","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Big data; Data science; Analytics; Computer science; Internet of Things; Healthcare industry; Health care; Key (lock); World Wide Web; Political science; Computer security; Data mining","authors":[{"name":"Christo El Morr","is_ca":true},{"name":"Hossam Ali‐Hassan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05104440051183142,"gpt":0.3291115783600542,"spread":0.2780671778482228,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008190652,0.0008366952,0.0008208479,0.001427394,0.002130236,0.007408637,0.002759381,0.006317483,0.2393515],"category_scores_gemma":[0.01360046,0.0002870286,0.001319157,0.001081784,0.002639321,0.007550231,0.002835148,0.005343545,0.06108261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00326403,"about_ca_system_score_gemma":0.01666372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003900777,"about_ca_topic_score_gemma":0.00787224,"domain_scores_codex":[0.99683,0.001056025,0.0001839346,0.0004687212,0.0008723387,0.0005889242],"domain_scores_gemma":[0.989244,0.002242006,0.0004423124,0.0007561197,0.004347651,0.002967893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002086792,0.0001875581,0.0004404416,0.0008746281,0.00002894066,0.0001804405,0.0001734829,0.0001382444,0.0002633326,0.07334256,0.6814285,0.2427332],"study_design_scores_gemma":[0.00004274114,0.00005922972,0.0001851472,0.001091303,0.000025966,0.0001857636,0.0005146583,0.00005989847,0.0001187365,0.03622294,0.9614824,0.0000113009],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.001278211,0.1279322,0.005849947,0.4998808,0.08981717,0.0002512169,0.002115367,0.0005402961,0.2723348],"genre_scores_gemma":[0.02830045,0.2060291,0.02119591,0.3238897,0.05570785,0.001085518,0.005013651,0.0003885556,0.3583893],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7606485,"threshold_uncertainty_score":0.8007107,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}