{"id":"W7093497166","doi":"","title":"Hasni Abelkrim ; Lenoir Yves &amp; Lebeaume Joël (dir.). La formation à l’enseignement des sciences et des technologies au secondaire dans le contexte des réformes par compétences","year":2010,"lang":"fr","type":"review","venue":"OpenEdition (OpenEdition)","topic":"Diverse multidisciplinary academic research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Subject (documents); Identity (music); Field (mathematics)","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","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"category_scores_codex":[0.009506105,0.001410089,0.002027864,0.0009417575,0.01911417,0.002265241,0.00381399,0.001766822,0.002771057],"category_scores_gemma":[0.002008241,0.001255577,0.0008016265,0.002658175,0.04793134,0.04272461,0.001567938,0.002431558,0.002293371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002473332,"about_ca_system_score_gemma":0.004407822,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003524838,"about_ca_topic_score_gemma":0.06505059,"domain_scores_codex":[0.9878806,0.003076789,0.00221554,0.001819394,0.002710358,0.002297267],"domain_scores_gemma":[0.9935331,0.001964603,0.001786106,0.0008745469,0.0012531,0.0005884997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006842985,0.0009301397,0.00086159,0.005843573,0.0003102297,0.00006796046,0.02264707,0.0001387248,0.0003409978,0.321042,0.00871504,0.6390342],"study_design_scores_gemma":[0.001094464,0.0006803959,0.006979451,0.01182904,0.00036647,0.0002670275,0.0816214,0.0001008944,0.0008460748,0.06966385,0.8246462,0.001904698],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.06052444,0.5531821,0.01187546,0.0372254,0.004655186,0.008914743,0.003483062,0.00155446,0.3185852],"genre_scores_gemma":[0.1005682,0.8626964,0.02076036,0.0006622534,0.0006538084,0.002019289,0.002191788,0.0001317919,0.01031613],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8159312,"threshold_uncertainty_score":0.9998699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1233543560675039,"score_gpt":0.3807911994927503,"score_spread":0.2574368434252463,"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."}}