{"id":"W4404227258","doi":"10.7202/1113060ar","title":"Productions et processus de recherche : une relation dialectique","year":2022,"lang":"fr","type":"article","venue":"Sociologie et sociétés","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0339397,0.0007108089,0.0006108097,0.004177209,0.007838571,0.01858669,0.002016331,0.00329302,0.009366985],"category_scores_gemma":[0.04410513,0.0007505869,0.0009323619,0.004118917,0.03417809,0.02193538,0.01014736,0.004659332,0.00128264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00926674,"about_ca_system_score_gemma":0.008875473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007069801,"about_ca_topic_score_gemma":0.003887479,"domain_scores_codex":[0.9435581,0.04106259,0.002363924,0.004543959,0.00695883,0.001512594],"domain_scores_gemma":[0.896827,0.0812297,0.005954659,0.007025399,0.007292191,0.001670989],"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":[0.00003533895,0.00002344875,0.001511541,0.0001465988,0.00000869212,0.0002119278,0.1314807,0.0001166412,0.0009626697,0.8546879,0.0006357381,0.01017886],"study_design_scores_gemma":[0.00007752952,0.0001466613,0.005111313,0.0006641574,0.00005364876,0.00147085,0.1439001,0.001346334,0.00431701,0.4199303,0.4228801,0.0001019218],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1295696,0.008863504,0.3292536,0.04503476,0.0006251373,0.0006005838,0.0005009824,0.0004870076,0.4850649],"genre_scores_gemma":[0.9128549,0.002227733,0.04891403,0.00119467,0.0002195353,0.0005142816,0.0002068363,0.0002618978,0.03360619],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9921615,"threshold_uncertainty_score":0.1794925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8937027443779091,"score_gpt":0.6833154368097333,"score_spread":0.2103873075681758,"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."}}