{"id":"W1795614574","doi":"10.4000/rdst.1004","title":"Développer des pratiques d’enseignement des sciences et des technologies : selon quels critères et dans quelle perspective ?","year":2015,"lang":"fr","type":"article","venue":"RDST","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Sociology; Philosophy","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":["metaepi_narrow","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.004463075,0.0003048402,0.000279777,0.0002453703,0.003365576,0.0006360491,0.000832936,0.0002482542,0.0004090159],"category_scores_gemma":[0.003683787,0.0002693302,0.00009561134,0.001747547,0.02041333,0.001747235,0.0001937506,0.0003352044,0.0001834617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001682868,"about_ca_system_score_gemma":0.004654547,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03259173,"about_ca_topic_score_gemma":0.1354157,"domain_scores_codex":[0.9961185,0.00112153,0.0003384734,0.0006719824,0.0008740556,0.000875393],"domain_scores_gemma":[0.9978376,0.000409679,0.0001722114,0.0002617619,0.001045004,0.0002737697],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000005610747,0.0002028724,0.01581998,0.0000211161,0.00001534577,0.00000366665,0.576709,0.00004687318,0.000296138,0.3915911,0.01024043,0.005047936],"study_design_scores_gemma":[0.0001155598,0.000313176,0.005520988,0.0001356429,0.00001792864,0.000009517631,0.7239214,0.00006121009,0.002094742,0.2448541,0.02267001,0.0002856781],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6643214,0.01721899,0.000961645,0.0499072,0.001202795,0.0003563212,0.00001893354,0.0003673956,0.2656453],"genre_scores_gemma":[0.9615784,0.004745589,0.01989699,0.0007184783,0.0001672314,0.0000363621,0.000002631081,0.00001844599,0.01283587],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.297257,"threshold_uncertainty_score":0.9999759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2308716745723532,"score_gpt":0.473994135911593,"score_spread":0.2431224613392398,"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."}}