{"id":"W3183840377","doi":"10.71403/ksn06320","title":"L’intégration, par une enseignante, d’une ressource visant le développement de la pensée algébrique chez des élèves du 1er cycle du secondaire","year":2021,"lang":"fr","type":"article","venue":"Revue québécoise de didactique des mathématiques","topic":"Multiculturalism, Politics, Migration, Gender","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Political science; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.002168768,0.0007821402,0.0008902573,0.0001515055,0.001719897,0.000808758,0.000562209,0.0007928303,0.0005415101],"category_scores_gemma":[0.002054321,0.0008488853,0.0004775421,0.0007662013,0.003408242,0.001190198,0.0001681804,0.0007079351,0.00006470885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003416136,"about_ca_system_score_gemma":0.004208384,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06460601,"about_ca_topic_score_gemma":0.091133,"domain_scores_codex":[0.9923745,0.003479662,0.001270457,0.0009497753,0.0005241194,0.001401511],"domain_scores_gemma":[0.9955493,0.0009676662,0.0007462243,0.0006998122,0.001361683,0.0006753127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00003926045,0.0008026681,0.01436847,0.001339047,0.0003050872,0.0005902445,0.8946135,0.0004492591,0.009325272,0.06784125,0.007670198,0.002655736],"study_design_scores_gemma":[0.0007829617,0.0001049429,0.7623739,0.001679732,0.0002416739,0.0008231961,0.07994235,0.003578787,0.03590693,0.02613318,0.08705003,0.001382335],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9355939,0.002305455,0.00275944,0.04599493,0.0003271795,0.0006855514,0.0001173125,0.0003539264,0.01186228],"genre_scores_gemma":[0.9683896,0.01483948,0.007778508,0.004636937,0.0008922541,0.0001961534,0.0001299714,0.0001516278,0.002985479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8146712,"threshold_uncertainty_score":0.9995797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03694678009074555,"score_gpt":0.3167692554952035,"score_spread":0.279822475404458,"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."}}