{"id":"W4287872919","doi":"","title":"LAMOM 25 years later: History and future","year":2020,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"History of Medical Practice","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut interdisciplinaire d'innovation technologique; Université de Sherbrooke","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":[0.005102768,0.0004929014,0.0005414462,0.002761525,0.004126856,0.009155333,0.001256095,0.006268506,0.03685446],"category_scores_gemma":[0.009673021,0.000278159,0.0005204196,0.003090396,0.009854778,0.009412856,0.004762072,0.007822599,0.008190625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0134657,"about_ca_system_score_gemma":0.009686061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01251085,"about_ca_topic_score_gemma":0.01724838,"domain_scores_codex":[0.9974707,0.00108624,0.0001224668,0.0003334899,0.0004264038,0.000560733],"domain_scores_gemma":[0.9966557,0.001224317,0.0003018438,0.0002144978,0.0007041867,0.000899421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002312857,0.0001000606,0.00116359,0.0007857398,0.00002100989,0.0008471237,0.0103949,0.0001046042,0.0002474575,0.5186349,0.3415223,0.125947],"study_design_scores_gemma":[0.000009455756,0.00001813601,0.0009192512,0.0006507343,0.000003589329,0.0002215461,0.001926612,0.00001946591,0.00006257039,0.01236626,0.9837906,0.0000117705],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.01199349,0.3496402,0.0008786845,0.4138273,0.03044241,0.00003470947,0.0007436632,0.00008236461,0.1923573],"genre_scores_gemma":[0.2586142,0.1969562,0.001854838,0.1682414,0.0328115,0.0001749637,0.0006753747,0.0003096387,0.3403619],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.03685446,"threshold_uncertainty_score":0.1232904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01972412382772496,"score_gpt":0.2425328616311547,"score_spread":0.2228087378034297,"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."}}