{"id":"W4411870160","doi":"10.11647/obp.0462.56","title":"Conclusion","year":2025,"lang":"en","type":"book-chapter","venue":"Open Book Publishers","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine","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":[0.002588612,0.0005491145,0.0003683443,0.001202309,0.00195153,0.007224684,0.001780497,0.002314162,0.4176373],"category_scores_gemma":[0.009164277,0.0001718892,0.0007667713,0.0009611364,0.001259804,0.003760341,0.002231906,0.002429528,0.1665645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003134198,"about_ca_system_score_gemma":0.004995055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01130193,"about_ca_topic_score_gemma":0.01310436,"domain_scores_codex":[0.9978412,0.0003263418,0.00004782281,0.0003643552,0.00107196,0.0003481848],"domain_scores_gemma":[0.9959388,0.0006865252,0.000118084,0.0003245287,0.002303833,0.0006282345],"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":[0.00009636046,0.00005673709,0.0008793276,0.0002650185,0.00001157074,0.0001128277,0.0004360732,0.000106388,0.0002498878,0.09816346,0.8258538,0.07376848],"study_design_scores_gemma":[0.00001362409,0.0000112239,0.000964286,0.0003383378,0.00001076953,0.00006621129,0.001423617,0.00004236242,0.000241127,0.01632431,0.9805585,0.000005597225],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001693845,0.001711058,0.002026231,0.05595037,0.006830834,0.00009480566,0.001543199,0.0002578607,0.9298918],"genre_scores_gemma":[0.02204565,0.002119784,0.001779168,0.04638887,0.001890969,0.000123521,0.001839162,0.0002874706,0.9235255],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4176373,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02481141899549199,"score_gpt":0.2793136198619959,"score_spread":0.2545022008665039,"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."}}