{"id":"W1876709395","doi":"","title":"Conceptions et enjeux de changement: la complexité occultée","year":2005,"lang":"fr","type":"article","venue":"Canadian Journal of Higher Education","topic":"Adult and Continuing Education Topics","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Sociology; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000528436,0.0001014463,0.0001264631,0.0001726488,0.0002789972,0.0001522916,0.0002443362,0.0001291661,0.006714752],"category_scores_gemma":[0.0000805861,0.0001162995,0.00008697498,0.0002871857,0.0003057369,0.0004158262,0.000004222429,0.000261259,0.0001391285],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000868014,"about_ca_system_score_gemma":0.009261432,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01670475,"about_ca_topic_score_gemma":0.07198771,"domain_scores_codex":[0.9987981,0.0003233632,0.0002926979,0.00009384874,0.0001573539,0.0003345971],"domain_scores_gemma":[0.9983732,0.00007431535,0.0002858254,0.0001030681,0.0004721109,0.000691475],"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":[0.000001498465,0.0001064154,0.008456091,0.00001632222,0.00002883326,0.000002168062,0.05735666,0.00002059207,0.000007648635,0.2948383,0.5904172,0.04874829],"study_design_scores_gemma":[0.0001255939,0.00002454799,0.04560252,0.0001652168,0.00005122974,0.00002245715,0.006538707,0.000003363906,0.000005661684,0.004789351,0.9425598,0.0001115584],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1471524,0.07166429,0.0002278384,0.6450194,0.01695339,0.0002235814,0.00003619725,0.00001483776,0.1187081],"genre_scores_gemma":[0.7768301,0.0004006393,0.001857821,0.005802743,0.005534563,0.000005733479,0.000009117629,0.000011947,0.2095473],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6392166,"threshold_uncertainty_score":0.9963551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06013012163447331,"score_gpt":0.3835944237924237,"score_spread":0.3234643021579504,"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."}}