{"meta":{"query_hash":"d1a6c5142d53","filters":{"venue":"Advances in neuroethics"},"cohort_total":13,"direct_labels_cover":0,"predictions_cover":13,"exported":13,"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/d1a6c5142d53","api":"https://metacan.xera.ac/api/v1/cohort?venue=Advances+in+neuroethics"},"results":[{"id":"W2990355295","doi":"10.1007/978-3-030-27177-0_12","title":"The Social Neuroscience of Empathy and Its Implication for Business Ethics","year":2019,"lang":"en","type":"book-chapter","venue":"Advances in neuroethics","topic":"Psychology of Moral and Emotional Judgment","field":"Neuroscience","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University; Université de Montréal; Montreal Clinical Research Institute; HEC Montréal","funders":"","keywords":"Empathy; Neuroethics; Social neuroscience; Psychology; Prosocial behavior; Scholarship; Cognition; Cognitive neuroscience; Cognitive science; Social cognition; Social psychology; Neuroscience; Political science","score_opus":0.1932980954746621,"score_gpt":0.384131640518483,"score_spread":0.19083354504382088,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2990355295","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.062508054,0.028111616,0.0031075543,0.42818832,0.03618389,0.013355937,0.0022505068,0.00045889287,0.42583522],"genre_scores_gemma":[0.69607353,0.16422899,0.00019110405,0.029824164,0.0007834634,0.00016870741,0.000029746909,0.00022073381,0.10847957],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9982285,0.000077538636,0.00037954416,0.000617412,0.00045020925,0.00024682604],"domain_scores_gemma":[0.9968054,0.0023200728,0.00039611463,0.0002357609,0.00020902787,0.0000336206],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005067528,0.0002176175,0.00025487496,0.000078688274,0.00042078563,0.000026993253,0.0005205271,0.00033169618,0.000001841367],"category_scores_gemma":[0.0016330308,0.0001729983,0.000063913154,0.000098045544,0.00087044836,0.0002138641,0.00014946854,0.0011160168,0.00000592675],"study_design_candidate":"theoretical_or_conceptual","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":[0.00009750461,0.000024857374,0.000009216223,0.0002487273,8.415618e-7,0.0000035636383,0.0002800015,0.00009526971,0.0115635535,0.98294896,0.00010395097,0.004623539],"study_design_scores_gemma":[0.0007424984,0.0003472047,0.0024247505,0.00024248284,0.000026899028,0.00005548124,0.000029044091,0.00034733646,0.0051896176,0.35034284,0.63973975,0.0005121078],"about_ca_topic_score_codex":6.7671203e-7,"about_ca_topic_score_gemma":0.000011540287,"teacher_disagreement_score":0.6396358,"about_ca_system_score_codex":0.0000200475,"about_ca_system_score_gemma":0.00014776758,"threshold_uncertainty_score":0.70546657},"labels":[],"label_agreement":null},{"id":"W2990436405","doi":"10.1007/978-3-030-27177-0_2","title":"Section Introduction: The Ethics of Organizational Neuroscience","year":2019,"lang":"en","type":"book-chapter","venue":"Advances in neuroethics","topic":"Neuroethics, Human Enhancement, Biomedical Innovations","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":"Université de Montréal; McGill University; HEC Montréal","funders":"","keywords":"Enthusiasm; Neuroethics; Engineering ethics; Section (typography); Neuroscience; Ethical issues; Organizational studies; Political science; Psychology; Organization development; Public relations; Engineering; Computer science; Social psychology","score_opus":0.06813212523642392,"score_gpt":0.3416615070428652,"score_spread":0.27352938180644126,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2990436405","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00090309413,0.0018884025,0.015982013,0.21363609,0.07325856,0.0051088654,0.0005631401,0.00079495535,0.6878649],"genre_scores_gemma":[0.18600336,0.05886038,0.00082049286,0.087817416,0.0088903755,0.00010323301,0.00012831912,0.0007654217,0.656611],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9947332,0.0003833476,0.0011234939,0.0013203529,0.0020239395,0.0004156602],"domain_scores_gemma":[0.9933633,0.0037848963,0.0010421661,0.001148904,0.00058961194,0.00007110869],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0011479123,0.00047047035,0.00046640733,0.0004593205,0.0004411198,0.00007167214,0.0013021562,0.00067077647,0.00038609517],"category_scores_gemma":[0.013000622,0.00040910896,0.000112663445,0.0009564615,0.0034774034,0.0005848824,0.00043933318,0.0071775373,0.000088748275],"study_design_candidate":"theoretical_or_conceptual","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":[0.000024011624,0.000058857186,0.00002089711,0.0002199204,0.0000022573365,0.00001752036,0.0002731523,0.0010834237,0.031224672,0.96568906,0.00081253174,0.00057368714],"study_design_scores_gemma":[0.00025885273,0.00023502651,0.000047883776,0.00015505086,0.000022252067,0.00007572943,0.000016573926,0.00022721525,0.018218428,0.16274671,0.817586,0.00041026453],"about_ca_topic_score_codex":0.000002495417,"about_ca_topic_score_gemma":0.00004483815,"teacher_disagreement_score":0.8167735,"about_ca_system_score_codex":0.00011887264,"about_ca_system_score_gemma":0.0007596123,"threshold_uncertainty_score":0.9998361},"labels":[],"label_agreement":null},{"id":"W4247420894","doi":"10.1007/978-3-030-27177-0_1","title":"Introduction","year":2019,"lang":"en","type":"book-chapter","venue":"Advances in neuroethics","topic":"Neuroethics, Human Enhancement, Biomedical Innovations","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":"Université de Montréal; McGill University; HEC Montréal","funders":"","keywords":"Psychology; Neurolaw; Organizational studies; Cognitive neuroscience; Engineering ethics; Cognition; Social neuroscience; Neuroscience; Organizational commitment; Social psychology; Social cognition","score_opus":0.054294486087606834,"score_gpt":0.33227159540556683,"score_spread":0.27797710931796,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4247420894","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00011709087,0.0007859325,0.00080770574,0.017742416,0.012259954,0.001128783,0.0001049862,0.0003761451,0.966677],"genre_scores_gemma":[0.006620926,0.024569787,0.0003882123,0.018705921,0.0028215398,0.000043084587,0.000056014516,0.00029861619,0.9464959],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99562824,0.00013513872,0.0009412712,0.001604759,0.0011580122,0.00053256756],"domain_scores_gemma":[0.9964504,0.0015153341,0.0006102863,0.0011615882,0.00016244232,0.000099948964],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00040523853,0.00055517856,0.0005486289,0.0006036038,0.00016642755,0.00007070002,0.00082376564,0.00060506613,0.0012577892],"category_scores_gemma":[0.0033854279,0.000602433,0.00012785764,0.0003141514,0.0012917415,0.00063422526,0.00032228202,0.0046559945,0.0018070841],"study_design_candidate":"theoretical_or_conceptual","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":[0.000029003479,0.000049430026,0.0000034885038,0.0002053621,0.0000030515685,0.000103513645,0.00006314136,0.000129299,0.010539221,0.9790107,0.0034259874,0.0064378],"study_design_scores_gemma":[0.00024694356,0.00014357257,0.000003548639,0.00012897195,0.000011606925,0.000029416833,0.0000031575428,0.00004558679,0.008348719,0.17610973,0.8145114,0.00041730274],"about_ca_topic_score_codex":0.0000012492628,"about_ca_topic_score_gemma":0.00003149491,"teacher_disagreement_score":0.81108546,"about_ca_system_score_codex":0.00016824213,"about_ca_system_score_gemma":0.00024652,"threshold_uncertainty_score":0.9996552},"labels":[],"label_agreement":null},{"id":"W4285270108","doi":"10.1007/978-3-030-97641-5","title":"Brain Organoids in Research and Therapy","year":2022,"lang":"en","type":"book","venue":"Advances in neuroethics","topic":"Chemical Reactions and Isotopes","field":"Pharmacology, Toxicology and Pharmaceutics","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 Montréal; McGill University","funders":"","keywords":"Organoid; Neuroscience; Computer science; Medicine; Psychology","score_opus":0.34377670122246073,"score_gpt":0.5601071521919128,"score_spread":0.21633045096945203,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4285270108","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0396687,0.09501366,0.0000021521055,0.011511865,0.002612892,0.0015346945,0.00015441031,0.000107097585,0.8493945],"genre_scores_gemma":[0.014441296,0.4683037,0.000057513498,0.009391824,0.00046763633,0.00030640978,0.00012088804,0.0001322349,0.5067785],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99743116,0.0007563502,0.00039376947,0.0005764696,0.00035473373,0.00048754312],"domain_scores_gemma":[0.9930994,0.0063573536,0.00009231198,0.00026050615,0.000079155325,0.00011125296],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0017260583,0.0002494007,0.00036229164,0.00040616354,0.00020914043,0.000020752788,0.0003909079,0.0006749127,0.0017445737],"category_scores_gemma":[0.0007268515,0.00025843782,0.00004307346,0.00042979248,0.00078532635,0.00015456713,0.00031773996,0.010736488,0.000022620063],"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":[0.0027540126,0.0023411931,0.01121153,0.0010596047,0.00012240691,0.0025004218,0.0045316266,0.0007475559,0.022298936,0.119695164,0.14739391,0.6853436],"study_design_scores_gemma":[0.0008400676,0.00022632383,0.00007020437,0.00003475186,0.0000035884625,0.000020313975,0.00005293786,0.000033586857,0.0010767246,0.053653117,0.9437825,0.00020590232],"about_ca_topic_score_codex":0.000015259558,"about_ca_topic_score_gemma":0.00017261253,"teacher_disagreement_score":0.79638857,"about_ca_system_score_codex":0.00024571325,"about_ca_system_score_gemma":0.00037660278,"threshold_uncertainty_score":0.99998677},"labels":[],"label_agreement":null},{"id":"W4313349066","doi":"10.1007/978-3-031-15947-3_13","title":"Arguments Opposing the Requirement to Demonstrate Absence of Brain Circulation to Determine Death by Neurologic Criteria","year":2022,"lang":"en","type":"book-chapter","venue":"Advances in neuroethics","topic":"Organ Donation and Transplantation","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":"Université de Montréal","funders":"","keywords":"Medicine; Brain function; Brainstem; Coma (optics); Intensive care medicine; Psychology; Neuroscience; Internal medicine","score_opus":0.05937871886264856,"score_gpt":0.34792289960256334,"score_spread":0.2885441807399148,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313349066","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.44146043,0.0067276284,0.018448262,0.15974353,0.008046351,0.016638046,0.0014709283,0.00056257314,0.34690225],"genre_scores_gemma":[0.9742471,0.0016673804,0.000793839,0.01792096,0.00006297134,0.000043762022,0.00015362642,0.00006283968,0.0050475425],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.99827737,0.00008554635,0.00050851115,0.0004043586,0.00054848444,0.00017575228],"domain_scores_gemma":[0.99898916,0.00033294028,0.00020914804,0.00029711056,0.000087717075,0.00008390005],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032312618,0.00021916414,0.00027954293,0.00018903289,0.000090264904,0.000016298021,0.00017593648,0.00010065969,0.00020489431],"category_scores_gemma":[0.00017946877,0.00019481858,0.000055675308,0.000115571114,0.000066092965,0.00013483134,0.000058480768,0.00056420703,0.000008527429],"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":[0.005377073,0.0010009703,0.03512619,0.0053908555,0.00028482388,0.0027894573,0.01004174,0.015919833,0.4276598,0.21707977,0.0019414169,0.27738807],"study_design_scores_gemma":[0.0057796286,0.007359751,0.046685208,0.002737073,0.00066915835,0.00073262403,0.00016281464,0.0026033523,0.017422328,0.03679212,0.8767926,0.0022633066],"about_ca_topic_score_codex":0.0000070624346,"about_ca_topic_score_gemma":0.000032528653,"teacher_disagreement_score":0.8748512,"about_ca_system_score_codex":0.00007674966,"about_ca_system_score_gemma":0.00006586452,"threshold_uncertainty_score":0.7944471},"labels":[],"label_agreement":null},{"id":"W4313349190","doi":"10.1007/978-3-031-15947-3_18","title":"Research Questions to Inform the Determination of Death by Neurologic Criteria","year":2022,"lang":"en","type":"book-chapter","venue":"Advances in neuroethics","topic":"Organ Donation and Transplantation","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":"McGill University Health Centre; McGill University; Canadian Blood Services; Montreal Children's Hospital","funders":"","keywords":"Psychology; Medicine","score_opus":0.0854663739274035,"score_gpt":0.4301156816642342,"score_spread":0.34464930773683067,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313349190","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0032842576,0.003366108,0.0012177549,0.03843825,0.0014773825,0.0030087277,0.0004923436,0.00014170953,0.94857347],"genre_scores_gemma":[0.7734625,0.04171491,0.0018267394,0.014249362,0.0002747577,0.00030401777,0.0009013284,0.00020556324,0.16706084],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99836475,0.00011477913,0.0003714309,0.000250342,0.0007389145,0.00015977617],"domain_scores_gemma":[0.9984431,0.0008211979,0.00011568388,0.00029707508,0.00027046225,0.000052428306],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00062865746,0.00014086776,0.00020617017,0.000374879,0.00015999837,0.000012978374,0.00019448492,0.00014600393,0.00044583308],"category_scores_gemma":[0.00039083033,0.00011691986,0.000047377944,0.00020508879,0.0001695751,0.00015065273,0.00006674875,0.0015814212,0.000017632827],"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":[0.0007444682,0.00017741184,0.00081667706,0.0011448773,0.000017517541,0.00027704088,0.0023205155,0.0001599061,0.0012860486,0.9305742,0.00095701806,0.061524317],"study_design_scores_gemma":[0.0004452639,0.0010571562,0.001689981,0.00014431238,0.00004972419,0.00007648795,0.0000413611,0.00013311426,0.00034680893,0.02221544,0.9736503,0.00015005123],"about_ca_topic_score_codex":0.0000128253705,"about_ca_topic_score_gemma":0.00008803324,"teacher_disagreement_score":0.97269326,"about_ca_system_score_codex":0.00006960113,"about_ca_system_score_gemma":0.000113703616,"threshold_uncertainty_score":0.6870576},"labels":[],"label_agreement":null},{"id":"W4313349204","doi":"10.1007/978-3-031-15947-3_16","title":"Temperature Considerations in the Determination of Death by Neurologic Criteria","year":2022,"lang":"en","type":"book-chapter","venue":"Advances in neuroethics","topic":"Cardiac Arrest and Resuscitation","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":"St. Michael's Hospital; Ontario Brain Institute; University of Toronto; University Health Network","funders":"","keywords":"Hypothermia; Confounding; Medicine; Exacerbation; Intensive care medicine; Brain function; Thermoregulation; Cause of death; Anesthesia; Neuroscience; Psychology; Internal medicine; Disease","score_opus":0.027890701571489002,"score_gpt":0.334893608613111,"score_spread":0.30700290704162203,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313349204","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.04208868,0.043731056,0.00011174066,0.039779212,0.01174004,0.006161085,0.0008503159,0.0001717557,0.8553661],"genre_scores_gemma":[0.97584075,0.011245522,0.00039424872,0.007345726,0.00023616024,0.00009932331,0.00041817155,0.00006336833,0.004356738],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99867177,0.00017098388,0.00037995522,0.0002747475,0.00038402894,0.00011850166],"domain_scores_gemma":[0.9984439,0.0009979883,0.00017562303,0.0002766845,0.0000849344,0.000020848209],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003240298,0.00017537148,0.0003140128,0.00017310353,0.00007580693,0.000014504556,0.00008983124,0.0002187309,0.000104164676],"category_scores_gemma":[0.0005015184,0.00013621835,0.00009362112,0.00007572319,0.00015139667,0.00012610493,0.000040172923,0.0015083044,0.0000014484573],"study_design_candidate":"theoretical_or_conceptual","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":[0.0010577149,0.00075087533,0.019700157,0.0034388532,0.00006544354,0.0061312914,0.009550589,0.0011347022,0.015411868,0.916379,0.008878938,0.017500581],"study_design_scores_gemma":[0.0024975436,0.0011669276,0.012828686,0.00053855916,0.00030309925,0.00035525835,0.00026859035,0.00026441022,0.00033070828,0.18895186,0.79177797,0.0007164137],"about_ca_topic_score_codex":0.00000656488,"about_ca_topic_score_gemma":0.00009908599,"teacher_disagreement_score":0.93375206,"about_ca_system_score_codex":0.000035475172,"about_ca_system_score_gemma":0.000096560216,"threshold_uncertainty_score":0.65529156},"labels":[],"label_agreement":null},{"id":"W4313349387","doi":"10.1007/978-3-031-15947-3_15","title":"Observation Time Prior to Determination of Death by Neurologic Criteria","year":2022,"lang":"en","type":"book-chapter","venue":"Advances in neuroethics","topic":"Organ Donation and Transplantation","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":"University of Manitoba; McGill University; Montreal Neurological Institute and Hospital","funders":"","keywords":"Medicine; Confounding; Time of death; Intensive care medicine; Intensive care unit; Cause of death; Emergency medicine; Internal medicine; Disease","score_opus":0.03776233642181316,"score_gpt":0.32894195166588314,"score_spread":0.29117961524407,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313349387","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08094789,0.007247273,0.008131283,0.0325493,0.0053080204,0.009813274,0.0021606095,0.0008775171,0.8529648],"genre_scores_gemma":[0.3711736,0.032829974,0.020931272,0.043675765,0.00055720296,0.00027905314,0.006794665,0.0006761596,0.5230823],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99856615,0.000053733766,0.0004503031,0.00035153312,0.00045451755,0.00012373339],"domain_scores_gemma":[0.99909276,0.00026272621,0.00023420957,0.00022014629,0.00013566442,0.00005450022],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017931713,0.00019806564,0.0003226868,0.00025591,0.000045710683,0.000007679763,0.000115788906,0.00017876984,0.0007987991],"category_scores_gemma":[0.00018895273,0.00021600327,0.000059091857,0.00009494531,0.00004747576,0.000197569,0.000033513625,0.00061903533,0.000026289426],"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":[0.007104177,0.0014096521,0.013559143,0.010558284,0.00011976,0.002120619,0.0055603986,0.0007482243,0.11470272,0.33693433,0.0024925633,0.5046901],"study_design_scores_gemma":[0.0021959299,0.002709574,0.009258383,0.0004193185,0.00027151973,0.00012769148,0.0000102607755,0.0011409993,0.00377396,0.0145176025,0.96492696,0.0006477738],"about_ca_topic_score_codex":0.0000031706625,"about_ca_topic_score_gemma":0.00001062579,"teacher_disagreement_score":0.9624344,"about_ca_system_score_codex":0.00006456409,"about_ca_system_score_gemma":0.000066988294,"threshold_uncertainty_score":0.8808358},"labels":[],"label_agreement":null},{"id":"W4313349485","doi":"10.1007/978-3-031-15947-3_22","title":"Legal Responses to Religious and Other Objections to Declaration of Death by Neurologic Criteria","year":2022,"lang":"en","type":"book-chapter","venue":"Advances in neuroethics","topic":"Organ Donation and Transplantation","field":"Medicine","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":"University of Ottawa","funders":"","keywords":"Declaration; Law; Statutory law; Religious freedom; Political science; Context (archaeology); Freedom of religion; Human rights; History; Politics","score_opus":0.03849344482177065,"score_gpt":0.3444089714239527,"score_spread":0.3059155266021821,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313349485","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.24968858,0.015253659,0.0052011306,0.047107648,0.004657824,0.0072008865,0.0029281008,0.0006365007,0.6673257],"genre_scores_gemma":[0.87749934,0.015168091,0.0022805147,0.038355455,0.00015796068,0.00010040617,0.0001804959,0.00017199779,0.06608573],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99885815,0.00007068619,0.0003252025,0.0003453614,0.00028869757,0.000111897636],"domain_scores_gemma":[0.9993122,0.0002440326,0.0000981494,0.00019067105,0.00007615953,0.000078754296],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015205452,0.00017045185,0.00025620192,0.0003422127,0.00006187559,0.000012812281,0.00006604854,0.00013345193,0.000144125],"category_scores_gemma":[0.00022568238,0.00017963804,0.00003650942,0.00009909179,0.000054821114,0.00009690735,0.00003175512,0.00054892554,0.000007514709],"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":[0.022389393,0.00076766225,0.021063976,0.0030516593,0.00018467807,0.0019360067,0.011131278,0.0017902375,0.056313056,0.8489114,0.007901545,0.024559092],"study_design_scores_gemma":[0.0005572973,0.0015255344,0.0017769211,0.00009696503,0.000074894044,0.00018745169,0.000019815381,0.000016737235,0.00084183714,0.0032211281,0.991484,0.00019742684],"about_ca_topic_score_codex":0.000040003157,"about_ca_topic_score_gemma":0.00017100961,"teacher_disagreement_score":0.98358244,"about_ca_system_score_codex":0.00003584171,"about_ca_system_score_gemma":0.00007291068,"threshold_uncertainty_score":0.73254263},"labels":[],"label_agreement":null},{"id":"W4367155221","doi":"10.1007/978-3-031-26801-4_5","title":"Future Developments in Brain/Neural–Computer Interface Technology","year":2023,"lang":"en","type":"book-chapter","venue":"Advances in neuroethics","topic":"EEG and Brain-Computer Interfaces","field":"Neuroscience","cited_by":15,"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 Ottawa","funders":"","keywords":"Brain–computer interface; Computer science; Mainstream; Brain function; Interface (matter); Field (mathematics); Human–computer interaction; Cognitive science; Neuroscience; Psychology; Electroencephalography; Political science","score_opus":0.03539871229024564,"score_gpt":0.3190291187292187,"score_spread":0.283630406438973,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4367155221","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.04922017,0.022126349,0.005600644,0.13282435,0.10328525,0.008550903,0.00051355193,0.008532499,0.6693463],"genre_scores_gemma":[0.20769772,0.046349153,0.00933287,0.05364091,0.003185904,0.00027431155,0.000058042344,0.0014981087,0.67796296],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9959047,0.00013543176,0.0009315964,0.0016685255,0.00059810485,0.00076164945],"domain_scores_gemma":[0.9973166,0.0014497676,0.00036800583,0.00070625,0.00006902504,0.00009035884],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00029473705,0.0007444913,0.0007499692,0.0013379196,0.00009952399,0.00008959004,0.0016274524,0.0009276726,0.000026571992],"category_scores_gemma":[0.00039568864,0.00074115844,0.00011657548,0.00057030487,0.0005256815,0.0005321867,0.0011172714,0.0041142358,0.0003188993],"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":[0.00022929651,0.00023208433,0.0007535242,0.0011413251,0.00003606657,0.008128528,0.0030829397,0.010548408,0.0057842126,0.49689373,0.00437845,0.46879143],"study_design_scores_gemma":[0.00080311537,0.0003401103,0.00010915581,0.0013799423,0.00000750209,0.00024554928,0.00004453225,0.0014965341,0.008649086,0.08212123,0.9035318,0.0012714732],"about_ca_topic_score_codex":0.0000022673967,"about_ca_topic_score_gemma":0.0002849897,"teacher_disagreement_score":0.8991533,"about_ca_system_score_codex":0.00013554495,"about_ca_system_score_gemma":0.000114278235,"threshold_uncertainty_score":0.99950397},"labels":[],"label_agreement":null},{"id":"W4367155248","doi":"10.1007/978-3-031-26801-4_8","title":"Having the Ability to Have a Good Life: What Might Be the Impact of BCIs?","year":2023,"lang":"en","type":"book-chapter","venue":"Advances in neuroethics","topic":"Neuroethics, Human Enhancement, Biomedical Innovations","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":"University of Calgary","funders":"","keywords":"Perception; Psychology; Social life; Applied psychology; Social science","score_opus":0.13112341857325643,"score_gpt":0.4040418621228308,"score_spread":0.27291844354957434,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4367155248","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.058010843,0.007841693,0.0025804453,0.38820678,0.035562687,0.024139564,0.0036307808,0.0022647798,0.47776243],"genre_scores_gemma":[0.7597719,0.049246736,0.00023232597,0.06831325,0.0012975594,0.0005547175,0.000051010305,0.00077680824,0.11975569],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9943677,0.00047874267,0.0013609135,0.0013601701,0.0017179995,0.00071444997],"domain_scores_gemma":[0.98504776,0.011457192,0.0008623732,0.0021182552,0.00031653026,0.00019787259],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0016130393,0.0006657598,0.00068637833,0.00037568551,0.0004979614,0.0002388043,0.0022968166,0.00044183896,0.00016486489],"category_scores_gemma":[0.014692968,0.00042419977,0.00037862742,0.0007395637,0.0032152708,0.0007678422,0.001033314,0.004733751,0.000104312036],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003303414,0.00048595452,0.00029625138,0.00088685605,0.00008762635,0.0003630787,0.008125465,0.0052559213,0.0413435,0.9187721,0.0043201023,0.019732798],"study_design_scores_gemma":[0.0013305712,0.001985344,0.0014788284,0.0028223698,0.00018011665,0.00006809729,0.0009572956,0.00089922687,0.017909957,0.6189648,0.35112014,0.0022832197],"about_ca_topic_score_codex":0.000048496466,"about_ca_topic_score_gemma":0.00040225146,"teacher_disagreement_score":0.70176107,"about_ca_system_score_codex":0.00018644541,"about_ca_system_score_gemma":0.00046858506,"threshold_uncertainty_score":0.999821},"labels":[],"label_agreement":null},{"id":"W4412190807","doi":"10.1007/978-3-031-92401-9_14","title":"Transcranial Magnetic Stimulation for Substance Use Disorders: Ethical Considerations","year":2025,"lang":"en","type":"book-chapter","venue":"Advances in neuroethics","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":"University of Toronto; Centre for Addiction and Mental Health","funders":"","keywords":"Transcranial magnetic stimulation; Substance use; Stimulation; Psychology; Neuroscience; Medicine; Psychiatry","score_opus":0.07400017820884285,"score_gpt":0.3373971945017852,"score_spread":0.2633970162929423,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412190807","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.002877646,0.026647326,0.2330734,0.06356517,0.018139843,0.02604682,0.0058062533,0.0024430514,0.6214005],"genre_scores_gemma":[0.76155514,0.05025764,0.017028946,0.022938404,0.00067184505,0.00077993714,0.00010813061,0.0004690627,0.1461909],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9965669,0.00017527874,0.0009444034,0.0011830752,0.00064407586,0.00048625804],"domain_scores_gemma":[0.9823719,0.016606417,0.00022089198,0.0004972011,0.00021758536,0.000086000495],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00022951217,0.0005786731,0.0006532526,0.0003477328,0.0003821642,0.00011944169,0.00027422735,0.00085229304,0.00016572677],"category_scores_gemma":[0.0043047,0.0006551569,0.00023864539,0.00018032371,0.0008674237,0.0004186868,0.00003529572,0.0021459977,0.000015174915],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00037398632,0.00006748533,0.000059874536,0.00031272354,0.000005976949,0.000029260775,0.0005689358,0.009654873,0.0016459452,0.98014075,0.0002431653,0.006897019],"study_design_scores_gemma":[0.0034599875,0.00059740175,0.00057609414,0.0005083969,0.0001629052,0.000009460098,0.000008467326,0.004981826,0.00013897219,0.6997827,0.28884682,0.0009269684],"about_ca_topic_score_codex":0.000007630702,"about_ca_topic_score_gemma":0.0020548608,"teacher_disagreement_score":0.7586775,"about_ca_system_score_codex":0.00007099226,"about_ca_system_score_gemma":0.00020027533,"threshold_uncertainty_score":0.99959},"labels":[],"label_agreement":null},{"id":"W4412191148","doi":"10.1007/978-3-031-92401-9_4","title":"Family and Caregiver Perspectives on TMS Treatment of Refractory Conditions: A Pilot Investigation","year":2025,"lang":"en","type":"book-chapter","venue":"Advances in neuroethics","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":"Centre for Addiction and Mental Health","funders":"","keywords":"Psychology; Refractory (planetary science); Psychotherapist; Materials science; Metallurgy","score_opus":0.07878960287986568,"score_gpt":0.3360372035763087,"score_spread":0.257247600696443,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412191148","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.050895404,0.051704444,0.0001952038,0.0023709338,0.0019871274,0.0031593987,0.0011056488,0.00029050861,0.88829136],"genre_scores_gemma":[0.8562388,0.11562163,0.0001475054,0.00081114756,0.00006758204,0.00005882175,0.0000090417225,0.000043899166,0.027001616],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99845546,0.00009481079,0.00034783996,0.0006384953,0.000329633,0.00013374799],"domain_scores_gemma":[0.99689424,0.0024729958,0.00021343384,0.0002782991,0.00010132376,0.00003970537],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000042242395,0.0003049759,0.00039818222,0.00030583385,0.00010418697,0.000013549378,0.000107715336,0.0001292708,0.000014891126],"category_scores_gemma":[0.00047852457,0.0002944865,0.00005848166,0.00009331633,0.0010863129,0.00014701154,0.00002930216,0.00035450692,0.0000050790013],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00042354802,0.00024006127,0.00013901087,0.00029874197,0.000023138402,0.000082297855,0.009505721,0.00088685105,0.019729115,0.96169,0.000058173213,0.0069233286],"study_design_scores_gemma":[0.012883232,0.02707989,0.023434721,0.0045678173,0.0005869071,0.00003222786,0.0031911603,0.000506062,0.005270159,0.51339364,0.40637502,0.0026791366],"about_ca_topic_score_codex":0.000020552503,"about_ca_topic_score_gemma":0.00004944485,"teacher_disagreement_score":0.86128974,"about_ca_system_score_codex":0.00010416221,"about_ca_system_score_gemma":0.00009199603,"threshold_uncertainty_score":0.9999507},"labels":[],"label_agreement":null}]}