{"id":"W2154255058","doi":"10.7202/900106ar","title":"Vérification expérimentale de la relation entre l’utilisation des opérations formelles et le degré de complexité conceptuelle","year":2009,"lang":"fr","type":"article","venue":"Revue des sciences de l éducation","topic":"Visual and Cognitive Learning Processes","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Humanities; Philosophy","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002211093,0.0002000339,0.0001626794,0.0001773598,0.001468605,0.0003059924,0.0002594858,0.0002287697,0.0003606683],"category_scores_gemma":[0.0005549404,0.0002344383,0.00007979567,0.0007681458,0.001783397,0.0009685058,0.00001907623,0.0002640745,0.0001481509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007201963,"about_ca_system_score_gemma":0.0009639979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007373331,"about_ca_topic_score_gemma":0.0002671331,"domain_scores_codex":[0.9970385,0.001457538,0.0003651034,0.0004589061,0.0001769742,0.0005030211],"domain_scores_gemma":[0.9987049,0.0004588708,0.0003061181,0.0001703216,0.0002242195,0.0001356333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00004622872,0.001303977,0.02244152,0.0001770438,0.00002612618,0.000003082896,0.2078095,0.003242609,0.01929607,0.6533228,0.001401338,0.09092979],"study_design_scores_gemma":[0.001016331,0.0009352302,0.5396758,0.000753061,0.0001375318,0.0004424431,0.1017674,0.03480519,0.009817503,0.2947432,0.01531298,0.000593195],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7715784,0.006437717,0.1130384,0.005007459,0.0003315567,0.0003472094,0.00001358994,0.0001028905,0.1031428],"genre_scores_gemma":[0.9754468,0.00056834,0.01736222,0.0005688283,0.0002043158,0.00006084085,0.0001316259,0.00001612328,0.005640966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5172343,"threshold_uncertainty_score":0.9998313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.334448720422415,"score_gpt":0.4803571400042145,"score_spread":0.1459084195817995,"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."}}