{"id":"W4300841042","doi":"","title":"Québec anglophone teachers' pedagogies: Observations from an auto-ethnography","year":2015,"lang":"en","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Social Representations and Identity","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ethnography; Sociology; Computer science; Anthropology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002145014,0.0001719743,0.0002026266,0.0001495018,0.0003951384,0.0002414629,0.0007200462,0.0001575058,0.0007537785],"category_scores_gemma":[0.001539424,0.0001910425,0.0001347784,0.0008440721,0.0002631071,0.0004026778,0.00017376,0.0002565896,0.0002800973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001056926,"about_ca_system_score_gemma":0.0003233684,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2693987,"about_ca_topic_score_gemma":0.1222723,"domain_scores_codex":[0.9951965,0.003337046,0.0003526004,0.0004953351,0.000334281,0.0002842251],"domain_scores_gemma":[0.9957585,0.0008786065,0.0002166062,0.001500012,0.001370237,0.0002760712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003144416,0.002100429,0.4425724,0.000007176279,0.0002381832,0.000009448692,0.3811172,0.00001044737,0.002755471,0.07457868,0.04059213,0.05598694],"study_design_scores_gemma":[0.001547747,0.000001790438,0.8465654,0.00008775013,0.00007796229,0.000003446286,0.02917666,0.0009382403,0.001362783,0.009688621,0.1100779,0.0004717113],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8892123,0.0009863195,0.0264025,0.008603401,0.0004248607,0.0002344205,0.00006187824,0.000361018,0.07371329],"genre_scores_gemma":[0.9623511,0.0000464002,0.01520002,0.0002190749,0.00007180372,0.00009123484,0.0004391553,0.0000379349,0.02154325],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.403993,"threshold_uncertainty_score":0.893744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07590619444235755,"score_gpt":0.3383669868775077,"score_spread":0.2624607924351501,"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."}}