{"id":"W4289346887","doi":"10.37571/2022.0204","title":"Recruter de meilleurs échantillons en éducation","year":2022,"lang":"fr","type":"article","venue":"Didactique","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University; Université du Québec à Montréal","funders":"","keywords":"Humanities; Art; Philosophy; Political 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01801022,0.0007413455,0.001112824,0.00195881,0.002402479,0.003835725,0.00234169,0.00146505,0.01446284],"category_scores_gemma":[0.05238848,0.000641539,0.001260663,0.001815693,0.002281965,0.003871954,0.005306043,0.002263983,0.003639716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003471949,"about_ca_system_score_gemma":0.003726215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007128824,"about_ca_topic_score_gemma":0.01215337,"domain_scores_codex":[0.9839626,0.007398364,0.001120236,0.003869987,0.00267476,0.0009741479],"domain_scores_gemma":[0.9607791,0.01685436,0.003902903,0.01176343,0.005112815,0.001587516],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00149407,0.00134882,0.1031636,0.001218884,0.0004134714,0.0004233557,0.02464727,0.01358849,0.01638713,0.09406342,0.005759977,0.7374916],"study_design_scores_gemma":[0.0005532249,0.008724168,0.3140461,0.002730636,0.0008530073,0.001029445,0.03909346,0.05120202,0.07335865,0.2346205,0.273086,0.0007029023],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.5235827,0.001453546,0.4250231,0.00502932,0.000364238,0.003600393,0.001101491,0.001173921,0.03867131],"genre_scores_gemma":[0.7535882,0.0005758121,0.2188949,0.0009577874,0.0001043628,0.002638506,0.0008175371,0.0002899834,0.02213295],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9819898,"threshold_uncertainty_score":0.09524828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2330992231641176,"score_gpt":0.4826386094165341,"score_spread":0.2495393862524165,"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."}}