{"id":"W4255482114","doi":"10.29173/jchla29418","title":"Isabel Pro","year":2019,"lang":"fr","type":"article","venue":"Journal of the Canadian Health Libraries Association / Journal de l Association de bilbiothèques de la santé du Canada","topic":"Health, Education, and Cultural Studies","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01586908,0.0003598732,0.00085275,0.0002178717,0.004120464,0.001761853,0.0009880874,0.0009042246,0.001014709],"category_scores_gemma":[0.007656353,0.0003133757,0.000440551,0.001130857,0.0001493771,0.001956189,0.00003636963,0.002514085,0.00001727542],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1032776,"about_ca_system_score_gemma":0.1801316,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8347872,"about_ca_topic_score_gemma":0.9543647,"domain_scores_codex":[0.9859794,0.007875175,0.001721474,0.0002344819,0.001970938,0.002218465],"domain_scores_gemma":[0.9865716,0.003371103,0.005879661,0.0002077572,0.001731037,0.002238899],"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":[0.00001399703,0.0000485772,0.3486897,0.00008238715,0.0003437829,0.00001905117,0.02229022,0.0001144092,0.000001891141,0.005992329,0.620607,0.001796608],"study_design_scores_gemma":[0.0005415227,0.0001011297,0.16798,0.0002968716,0.00009676906,0.0002090485,0.007816315,0.00005139841,0.00001026057,0.004818479,0.8178104,0.0002677857],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2869247,0.2101085,0.00002235465,0.4719848,0.0168632,0.0007421942,0.0003122965,0.00002720005,0.01301473],"genre_scores_gemma":[0.6958598,0.1733173,0.001170967,0.05593105,0.0125255,0.000009483098,0.00001090578,0.00008763047,0.06108734],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4160537,"threshold_uncertainty_score":0.9999318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008284679734452195,"score_gpt":0.2678934277554538,"score_spread":0.2596087480210016,"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."}}