{"id":"W2883094250","doi":"10.4000/dse.1663","title":"Le CLASS pour mesurer la qualité des interactions en contextes culturels variés","year":2017,"lang":"fr","type":"article","venue":"Les dossiers des sciences de l éducation","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec en Outaouais; Université du Québec à Montréal","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":["sts","scholarly_communication"],"consensus_categories":["sts"],"category_scores_codex":[0.003613939,0.0002449476,0.0002227523,0.0001466101,0.01036236,0.002210785,0.001109903,0.0002474098,0.0006659109],"category_scores_gemma":[0.002421067,0.0002426656,0.000144997,0.0004874304,0.009352017,0.002413441,0.0001021104,0.0003604631,0.000292991],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001495433,"about_ca_system_score_gemma":0.005996414,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02944697,"about_ca_topic_score_gemma":0.0178397,"domain_scores_codex":[0.9966423,0.001246333,0.0003994151,0.00052661,0.0004935081,0.000691818],"domain_scores_gemma":[0.9978059,0.0006759674,0.0004753108,0.0003800707,0.0003129186,0.0003498684],"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":[0.000005753668,0.0003350888,0.04352213,0.00004297734,0.00005611143,0.000001461338,0.426743,0.00008756989,0.0002742909,0.4405748,0.01388929,0.07446749],"study_design_scores_gemma":[0.0002956768,0.00005510503,0.4735076,0.0003220464,0.00005275152,0.00003192295,0.1916692,0.0002005356,0.0003959912,0.1744126,0.1586111,0.0004454414],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6783101,0.002163509,0.00305696,0.06800615,0.00437947,0.0002746441,0.00001167967,0.00008170717,0.2437158],"genre_scores_gemma":[0.9343907,0.0007809024,0.01623225,0.0005374243,0.0006404921,0.00003694603,0.000006659875,0.0000153788,0.04735924],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4299854,"threshold_uncertainty_score":0.9996387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2113124798445247,"score_gpt":0.4714112861978558,"score_spread":0.2600988063533312,"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."}}