{"id":"W4388015000","doi":"10.52358/mm.vi16.396","title":"Créativité et innovation avec le numérique","year":2023,"lang":"fr","type":"article","venue":"Médiations et médiatisations","topic":"Education and Technology Integration","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Humanities; Political science; 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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00224629,0.0002998573,0.0002759082,0.001431189,0.001455566,0.0002795775,0.0003560348,0.0005732909,0.001511521],"category_scores_gemma":[0.002687118,0.0003817733,0.0001340803,0.009976824,0.00056042,0.001586522,0.00007546195,0.0006621604,0.003619632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004181141,"about_ca_system_score_gemma":0.002872919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003550432,"about_ca_topic_score_gemma":0.01106162,"domain_scores_codex":[0.9965008,0.001072562,0.0008191764,0.0005090066,0.0005241706,0.0005742934],"domain_scores_gemma":[0.9970356,0.001055561,0.0004892803,0.0005144752,0.0007811756,0.0001239445],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000133582,0.0002684758,0.004303589,0.00001423844,0.00004973593,0.000001727001,0.02923623,0.001025842,0.0001382211,0.8590595,0.09579829,0.01010287],"study_design_scores_gemma":[0.0005514284,0.00005579794,0.08245084,0.00007527164,0.00003821202,0.000005167654,0.02359468,0.004712966,0.0002332918,0.1523191,0.7354368,0.0005264339],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1317192,0.0005006266,0.03066409,0.6128916,0.004318782,0.001100299,0.0004109378,0.001614689,0.2167798],"genre_scores_gemma":[0.8413656,0.001669175,0.002685419,0.004732876,0.0004373505,0.0006074655,0.001653642,0.00006105479,0.1467874],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7096464,"threshold_uncertainty_score":0.9998634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05437397497451026,"score_gpt":0.3574305562763757,"score_spread":0.3030565813018655,"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."}}