{"id":"W1525630930","doi":"10.3917/lcd.040.0071","title":"Des outils sous forme de stages","year":2007,"lang":"fr","type":"article","venue":"Les Cahiers dynamiques/Les Cahiers Dynamiques","topic":"French Language Learning Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Cegep de Sainte Foy","funders":"","keywords":"Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","research_integrity"],"category_scores_codex":[0.01689969,0.002399141,0.002336026,0.001575436,0.005123861,0.00105357,0.003079548,0.005240805,0.001537721],"category_scores_gemma":[0.003876972,0.002662589,0.001538267,0.003173774,0.02108648,0.002231444,0.0004418517,0.006068869,0.0002391101],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01251376,"about_ca_system_score_gemma":0.001297192,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03463266,"about_ca_topic_score_gemma":0.06548993,"domain_scores_codex":[0.9797881,0.006188845,0.002658549,0.002669001,0.002263305,0.006432262],"domain_scores_gemma":[0.9889195,0.003997668,0.00138567,0.001904921,0.001156786,0.002635437],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003436259,0.0007264623,0.02252985,0.001387911,0.0007873803,0.001309467,0.1349181,0.0008950096,0.002162961,0.1890998,0.00114028,0.6446992],"study_design_scores_gemma":[0.005786853,0.004726448,0.05422559,0.007153331,0.002775031,0.0008229791,0.2911292,0.03120537,0.00672643,0.2266112,0.3546839,0.0141536],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.452809,0.03338728,0.4389373,0.002233739,0.002579592,0.001456155,0.0002461047,0.0021111,0.06623971],"genre_scores_gemma":[0.5657957,0.01329664,0.2861288,0.001807339,0.001893037,0.000129389,0.0002216683,0.000624567,0.1301029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6305456,"threshold_uncertainty_score":0.9999834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01848999532677967,"score_gpt":0.3172960194551011,"score_spread":0.2988060241283214,"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."}}