{"id":"W4246021081","doi":"10.18192/aporia.v9i2.2780","title":"","year":2017,"lang":"fr","type":"article","venue":"Aporia","topic":"Healthcare Systems and Practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Sociology; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.01913813,0.0006513437,0.001268093,0.0001140939,0.02212233,0.0006936655,0.001990213,0.002440249,0.002694395],"category_scores_gemma":[0.02415388,0.0006481124,0.0002976519,0.0001238888,0.0007578084,0.005440509,0.001028382,0.004606391,0.00360585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004693059,"about_ca_system_score_gemma":0.002601401,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2426952,"about_ca_topic_score_gemma":0.04456511,"domain_scores_codex":[0.980954,0.01173222,0.002361476,0.001143459,0.0008225444,0.002986296],"domain_scores_gemma":[0.9803963,0.006501722,0.005199067,0.005178067,0.0009181913,0.001806697],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003384115,0.0002733583,0.3115991,0.005201913,0.0002325455,0.0005665747,0.04152564,0.00000115161,0.0001185635,0.2972659,0.101255,0.2416218],"study_design_scores_gemma":[0.001779075,0.0002646196,0.318179,0.002565019,0.00009566241,0.00003820662,0.009103199,0.00005512268,0.00001404395,0.008319324,0.6591435,0.0004432532],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3044069,0.01294808,0.0001235136,0.5366025,0.09301247,0.001959136,0.0001517324,0.0001070806,0.0506886],"genre_scores_gemma":[0.8537313,0.003431046,0.001686795,0.004913899,0.01974861,0.0002141525,0.00001421406,0.0001059685,0.116154],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5578885,"threshold_uncertainty_score":0.999597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3024151108962395,"score_gpt":0.5837194524309117,"score_spread":0.2813043415346723,"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."}}