{"id":"W2605449573","doi":"10.7202/1049154ar","title":"Saisir les multiples nuances de l’agir enseignant contemporain","year":2017,"lang":"fr","type":"article","venue":"Sens public","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science; Sociology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.004424105,0.0002060623,0.0002709026,0.00007459146,0.003933941,0.0005299768,0.0006969433,0.0003389655,0.0002664599],"category_scores_gemma":[0.006172474,0.0002123269,0.0001388346,0.0001200366,0.005046067,0.0007308027,0.00004867449,0.0003093418,0.0001305377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001760634,"about_ca_system_score_gemma":0.001192708,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007005386,"about_ca_topic_score_gemma":0.004059808,"domain_scores_codex":[0.9971864,0.001049435,0.0003234961,0.0003935303,0.0002916711,0.0007554939],"domain_scores_gemma":[0.9969951,0.001496744,0.0004486381,0.0004450866,0.0003393697,0.0002750451],"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":[0.000002810466,0.0001856314,0.09680527,0.00004027042,0.0001024625,0.000005776608,0.07102823,0.000002354751,0.0001724151,0.7683119,0.01458408,0.04875875],"study_design_scores_gemma":[0.0003156914,0.00003567841,0.06919707,0.00009111514,0.00002169463,0.000007257842,0.1628905,0.0001057034,0.00004103773,0.01371192,0.7532876,0.0002947293],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5322786,0.009026961,0.000191711,0.3385632,0.007168917,0.0002973657,0.00007362976,0.0001085383,0.1122911],"genre_scores_gemma":[0.9622432,0.001906665,0.002189011,0.0005622571,0.006811167,0.0000253366,0.00003010498,0.00002179648,0.02621045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7546,"threshold_uncertainty_score":0.999607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4658342065287437,"score_gpt":0.4794515661318966,"score_spread":0.01361735960315286,"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."}}