{"id":"W4221065254","doi":"10.37571/2022.0107","title":"L’amenagement flexible des classes au Quebec : une etude descriptive","year":2022,"lang":"fr","type":"article","venue":"Didactique","topic":"Education Practices and Challenges","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Université du Québec à Montréal","funders":"","keywords":"Humanities; Political science; Art","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.0004910594,0.0002907758,0.0002544754,0.0001393632,0.002326526,0.0004528378,0.0003103408,0.00006791967,0.02511358],"category_scores_gemma":[0.00004391637,0.0003121938,0.0001486038,0.0001390465,0.0005259251,0.0009115348,0.0002579241,0.0006417918,0.0002433503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00167238,"about_ca_system_score_gemma":0.0007976401,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1924149,"about_ca_topic_score_gemma":0.174537,"domain_scores_codex":[0.997902,0.0004232977,0.0003570289,0.000409585,0.0003489633,0.0005591381],"domain_scores_gemma":[0.9987677,0.0002849348,0.0002932828,0.0003432867,0.0001634563,0.000147302],"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":[0.00005538934,0.001034007,0.0002957776,0.0001752874,0.0002318982,0.00002303363,0.3760179,0.0001259756,0.00003293469,0.5822024,0.02882971,0.01097566],"study_design_scores_gemma":[0.000169942,0.0002160558,0.0007901533,0.00004053002,0.00008296353,0.000008737398,0.3928096,0.00001528165,0.0001320866,0.004608927,0.6008964,0.0002293512],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3001925,0.02271062,0.0001231983,0.09561862,0.007050933,0.0005673179,0.0002027365,0.0001780004,0.573356],"genre_scores_gemma":[0.612592,0.002718029,0.0001091759,0.0009814863,0.0009444311,0.0002595427,0.00003782518,0.00004403466,0.3823134],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5775935,"threshold_uncertainty_score":0.999933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07748257735930922,"score_gpt":0.3030044479548213,"score_spread":0.2255218705955121,"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."}}