{"id":"W3184647829","doi":"","title":"Atelier PRT 6 - Recherches coopératives et collaboratives","year":2021,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"French Language Learning Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02507147,0.003433245,0.003122823,0.00665032,0.004355284,0.01653891,0.003496914,0.007444859,0.1857009],"category_scores_gemma":[0.03888742,0.001228758,0.004511495,0.004816573,0.002311259,0.009694573,0.009710017,0.009082883,0.1105772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005033982,"about_ca_system_score_gemma":0.01097897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01106292,"about_ca_topic_score_gemma":0.007162629,"domain_scores_codex":[0.9639015,0.01463854,0.001685383,0.004726895,0.01321091,0.001836878],"domain_scores_gemma":[0.9561466,0.01143025,0.001059582,0.01135946,0.01358385,0.006420212],"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":[0.001193778,0.0005679471,0.001042286,0.001115983,0.0002155779,0.0007216332,0.001521029,0.004915503,0.009442067,0.2595893,0.4273051,0.2923698],"study_design_scores_gemma":[0.0002768646,0.0001881784,0.0009470743,0.0002923579,0.00004500984,0.0004213227,0.0004088882,0.005862913,0.003891946,0.03442487,0.9531712,0.00006927837],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01409328,0.01177224,0.3980484,0.03987401,0.04062757,0.001744977,0.01561914,0.02890726,0.4493132],"genre_scores_gemma":[0.06503861,0.006326533,0.1731784,0.003145954,0.01366381,0.001221439,0.02965241,0.0123935,0.6953794],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1857009,"threshold_uncertainty_score":0.6212314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05982130930362475,"score_gpt":0.3513361609560905,"score_spread":0.2915148516524658,"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."}}