{"id":"W1554588869","doi":"","title":"Herzberg : une simulation multimédia à interactivité variable","year":2003,"lang":"fr","type":"preprint","venue":"Archipelago (Université du Québec à Montréal)","topic":"Educational Tools and Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université TÉLUQ","funders":"","keywords":"Humanities; Art","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001151654,0.0006322721,0.0007316555,0.0002186493,0.00152703,0.0001312944,0.0008872732,0.000560603,0.002983175],"category_scores_gemma":[0.000681563,0.0007580646,0.0004776148,0.001032489,0.0006411559,0.0007310512,0.0005269053,0.001158304,0.0005081558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00178473,"about_ca_system_score_gemma":0.003164537,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8131928,"about_ca_topic_score_gemma":0.4846659,"domain_scores_codex":[0.9952357,0.001632867,0.0005363312,0.00106423,0.0006943732,0.000836468],"domain_scores_gemma":[0.9944932,0.003122868,0.0006378454,0.0007573587,0.00040636,0.0005822945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002383537,0.001124257,0.00265076,0.0001446529,0.0006138376,0.00007286602,0.3983069,0.158684,0.0002833205,0.1977234,0.004009406,0.2361483],"study_design_scores_gemma":[0.0008179144,0.00009470079,0.01499132,0.0002532424,0.0003824115,0.00001148206,0.04461374,0.02703809,0.00001563256,0.0232536,0.8875427,0.0009851473],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7837914,0.00606321,0.04639978,0.02159864,0.004957964,0.001162622,0.00009721627,0.0001993009,0.1357299],"genre_scores_gemma":[0.9031565,0.001526268,0.03972873,0.0007106062,0.0008939314,0.00002819614,0.00008479772,0.00008974574,0.05378125],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8835333,"threshold_uncertainty_score":0.9997728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02300944363394015,"score_gpt":0.2681165297443551,"score_spread":0.245107086110415,"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."}}