{"id":"W7037666510","doi":"","title":"Étude des apports, des obstacles et des défis d’une communauté de pratique intentionnellement créée visant le développement professionnel des enseignants en formation générale des adultes","year":2025,"lang":"fr","type":"other","venue":"Constellation (Université du Québec à Chicoutimi)","topic":"Optimization and Variational Analysis","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Decantation; Demotion","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001106272,0.0007050954,0.0006855656,0.0008725965,0.003108715,0.0005110804,0.000881148,0.0004237515,0.01428827],"category_scores_gemma":[0.0004063916,0.0007649583,0.0003873887,0.001441301,0.001490397,0.001891969,0.0007593385,0.0004165642,0.00006973596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002247767,"about_ca_system_score_gemma":0.002722907,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01738567,"about_ca_topic_score_gemma":0.09179286,"domain_scores_codex":[0.9956636,0.001288543,0.0009921893,0.0007902361,0.0005609411,0.0007044587],"domain_scores_gemma":[0.9957662,0.0007863115,0.0009781602,0.0005560656,0.001591355,0.0003218949],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002172138,0.002239069,0.1365018,0.002207566,0.002011521,0.00006406187,0.4641865,0.0865109,0.0006423576,0.07337844,0.01059229,0.2214482],"study_design_scores_gemma":[0.00302766,0.0002570237,0.3936082,0.006483318,0.0007975713,0.00008361732,0.05799405,0.5146739,0.0009154644,0.01811032,0.002438071,0.001610763],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05313121,0.001613098,0.8941922,0.004491767,0.0001694146,0.0009408836,0.00006466759,0.0002683674,0.04512836],"genre_scores_gemma":[0.8387588,0.005879195,0.1286227,0.0005760556,0.00007109823,0.00003000629,0.000396935,0.00008860449,0.02557654],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7856277,"threshold_uncertainty_score":0.9994801,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03666775969595149,"score_gpt":0.227791481636174,"score_spread":0.1911237219402225,"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."}}