{"id":"W4404245572","doi":"10.7202/1113067ar","title":"Comment faire des recherches sur la réalité pour la transformer1","year":2022,"lang":"fr","type":"article","venue":"Sociologie et sociétés","topic":"Power Transformer Diagnostics and Insulation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Philosophy","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002669711,0.0003791664,0.0004187236,0.00006315159,0.0004551852,0.00007161182,0.0003446678,0.0005035595,0.002142556],"category_scores_gemma":[0.0003146641,0.000434719,0.0003759369,0.0001908145,0.0003587606,0.0002949591,0.00008886281,0.001617469,0.00005503147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001180902,"about_ca_system_score_gemma":0.0003477809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004364621,"about_ca_topic_score_gemma":0.0000159714,"domain_scores_codex":[0.9967396,0.001500153,0.0004719247,0.0003386781,0.000273266,0.0006763454],"domain_scores_gemma":[0.9955928,0.003913946,0.00006926146,0.0002359721,0.00006366287,0.0001243512],"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":[0.00009493936,0.001704346,0.009252122,0.001516712,0.001673476,0.000153365,0.05275512,0.05161053,0.002451316,0.3969942,0.1136521,0.3681418],"study_design_scores_gemma":[0.002158195,0.0003111535,0.01513881,0.0001889175,0.0002621967,0.0000326655,0.009538978,0.005835452,0.001028373,0.3576729,0.6068259,0.001006489],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1426769,0.05554422,0.03914687,0.5166469,0.007480466,0.001384215,0.001626236,0.001151152,0.2343431],"genre_scores_gemma":[0.9633299,0.02800818,0.003752047,0.00128283,0.0001385648,0.0002745643,0.0002238717,0.0001116537,0.002878401],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.820653,"threshold_uncertainty_score":0.9998105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3045191592676351,"score_gpt":0.4294604098257697,"score_spread":0.1249412505581345,"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."}}