{"id":"W4413026835","doi":"10.1017/9781009340267.014","title":"Paris 2022","year":2025,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Healthcare Systems and Practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002474985,0.001370352,0.0003989668,0.00132871,0.001936328,0.004563297,0.0004692694,0.001395514,0.361221],"category_scores_gemma":[0.0005912537,0.0002508627,0.0003336192,0.001557821,0.000901296,0.001846618,0.001533243,0.002808228,0.1775488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002879918,"about_ca_system_score_gemma":0.001227636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01340737,"about_ca_topic_score_gemma":0.01998892,"domain_scores_codex":[0.9996359,0.00004578264,0.00001317946,0.00009651249,0.0001439514,0.00006453469],"domain_scores_gemma":[0.9998921,0.00002257971,0.00001327879,0.00001564659,0.00003665356,0.00001971104],"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":[0.00005595745,0.00002452341,0.0002960363,0.0002328078,0.00001210117,0.0005552493,0.0003976599,0.0004441261,0.0006140246,0.2402651,0.5832583,0.1738441],"study_design_scores_gemma":[0.000001795875,0.000003710441,0.0001058172,0.00003788336,5.477234e-7,0.00008371617,0.00003931785,0.00002447924,0.00006993875,0.001402803,0.9982281,0.000001993282],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007723873,0.009726487,0.0005357425,0.001657327,0.002464911,0.00001546233,0.0006650261,0.0001750963,0.9839875],"genre_scores_gemma":[0.005641374,0.003864611,0.0003545647,0.0004966889,0.000215273,0.00002463716,0.0002662273,0.0000967626,0.9890399],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.361221,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08253982471081894,"score_gpt":0.3570238286298523,"score_spread":0.2744840039190333,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}