{"id":"W3111981962","doi":"10.4000/dms.5916","title":"Repères pour une ingénierie interactionniste situationnelle","year":2020,"lang":"fr","type":"article","venue":"Distances et médiations des savoirs","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001082158,0.0002338248,0.0002552421,0.00007433134,0.001625987,0.0002005432,0.00031637,0.0001765692,0.001157763],"category_scores_gemma":[0.003007497,0.0002803029,0.0001695145,0.001257502,0.002370628,0.001071657,0.00003598089,0.000345069,0.0004254998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003424029,"about_ca_system_score_gemma":0.000749553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007465694,"about_ca_topic_score_gemma":0.001688915,"domain_scores_codex":[0.9972942,0.0009297054,0.0005406191,0.0004727129,0.0003516601,0.0004111085],"domain_scores_gemma":[0.9966508,0.002102039,0.0003818416,0.0001913068,0.0004164764,0.000257604],"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":[0.000009605417,0.0001662218,0.006695941,0.00007900388,0.0000924103,0.000001427898,0.2365255,0.00098646,0.00003419821,0.735459,0.01262398,0.007326233],"study_design_scores_gemma":[0.0003153054,0.00006619265,0.007851476,0.0001153542,0.00008512316,0.000002020056,0.392502,0.001089443,0.00001808992,0.06511635,0.5324744,0.000364202],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1439533,0.00928788,0.03396681,0.54751,0.006472528,0.0005409035,0.000263704,0.0002983047,0.2577066],"genre_scores_gemma":[0.9691272,0.003811986,0.008996364,0.003832371,0.003417152,0.0000837398,0.0002400514,0.00003213611,0.01045895],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.825174,"threshold_uncertainty_score":0.9999649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2928146230708389,"score_gpt":0.4512146699484255,"score_spread":0.1584000468775865,"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."}}