{"id":"W7017751881","doi":"","title":"Apprentissage machine efficace : thÃ©orie et pratique","year":2012,"lang":"fr","type":"other","venue":"Library and Archives Canada (Government of Canada)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"NP-complete; Checksum; Due date","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009122021,0.001996767,0.001696577,0.001905814,0.001858684,0.009776417,0.004003603,0.004603487,0.01593746],"category_scores_gemma":[0.03496309,0.001615261,0.001991141,0.002837457,0.007491323,0.01761262,0.005137164,0.01128584,0.006457946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0041088,"about_ca_system_score_gemma":0.00311678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003991837,"about_ca_topic_score_gemma":0.002871224,"domain_scores_codex":[0.9905537,0.003342785,0.0005750444,0.00231654,0.00273902,0.0004728403],"domain_scores_gemma":[0.979494,0.0147878,0.00064212,0.00263674,0.002147696,0.0002916764],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001968005,0.00008187092,0.0009682334,0.001156458,0.0001047396,0.0002115291,0.001516211,0.0179671,0.004554019,0.7699371,0.01085858,0.1924473],"study_design_scores_gemma":[0.00007127986,0.0003061129,0.0008457362,0.000728412,0.0001017879,0.001158499,0.0004633673,0.151217,0.01499645,0.6054858,0.224509,0.0001165248],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.005763148,0.01121524,0.9474572,0.007217248,0.00060481,0.0001642855,0.0001381514,0.00103824,0.02640167],"genre_scores_gemma":[0.1583526,0.01722819,0.7440089,0.00352225,0.002017221,0.0009693834,0.00048034,0.001118273,0.0723028],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01593746,"threshold_uncertainty_score":0.05331606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002979478652058237,"score_gpt":0.1509469633207635,"score_spread":0.1479674846687052,"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."}}