{"id":"W4246049921","doi":"10.4000/rechercheseducations.1558","title":"Recherches & Education 3.0","year":2013,"lang":"fr","type":"article","venue":"Éduquer","topic":"Pharmacy and Medical Practices","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Library and Archives Canada","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001625806,0.0003153245,0.000286185,0.00009977578,0.00026677,0.00007399419,0.0003616889,0.0009086565,0.1151447],"category_scores_gemma":[0.001249375,0.0003172208,0.0001409795,0.0002819732,0.0005628931,0.00101444,0.0001091396,0.002488233,0.04610854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002646232,"about_ca_system_score_gemma":0.0009980442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001119124,"about_ca_topic_score_gemma":0.00004581417,"domain_scores_codex":[0.9961501,0.002018948,0.0004649485,0.0004227418,0.0002029844,0.0007402804],"domain_scores_gemma":[0.9968557,0.001577863,0.0002203938,0.0003079936,0.0002417206,0.0007963564],"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":[0.0000454056,0.00118237,0.00106048,0.0001661406,0.0001601424,0.000005646441,0.0009513862,0.000006920917,0.007312417,0.0046843,0.6343387,0.3500861],"study_design_scores_gemma":[0.0006967688,0.00004836063,0.001683592,0.00007136581,0.0003365098,0.00007241814,0.0002414439,0.0002971035,0.006058523,0.01196996,0.9781711,0.0003528433],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1477679,0.06440103,0.0003138214,0.2710055,0.03317975,0.001252663,0.0000381432,0.0001855504,0.4818556],"genre_scores_gemma":[0.23646,0.0118751,0.003139387,0.075622,0.004084612,0.00037283,0.000082229,0.00005778131,0.6683061],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3497332,"threshold_uncertainty_score":0.999928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4182883658470688,"score_gpt":0.554656228508015,"score_spread":0.1363678626609462,"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."}}