{"id":"W6921380804","doi":"10.71892/11143/28","title":"Association entre les profils latents de vocation et les attitudes environnementales","year":2025,"lang":"fr","type":"other","venue":"Open MIND","topic":"German History and Society","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Decantation; Cultural environment; Work environment","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000547962,0.0002512219,0.0002709379,0.00005229281,0.0008056362,0.0004753247,0.0003424016,0.0003683934,0.228668],"category_scores_gemma":[0.00003891271,0.0002621174,0.0001191097,0.00001924092,0.0001569883,0.0001938612,0.000140818,0.0002841948,0.001954882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006546656,"about_ca_system_score_gemma":0.0001751657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001500444,"about_ca_topic_score_gemma":0.007404761,"domain_scores_codex":[0.9986473,0.0003255518,0.0002647104,0.0003319633,0.0001815544,0.0002488836],"domain_scores_gemma":[0.9992874,0.0001109818,0.0003381408,0.0001677137,0.00004935515,0.00004643159],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007838034,0.002150927,0.1006562,0.0009345722,0.00265628,0.00002127337,0.146437,0.00005266607,0.0004700051,0.1856186,0.3549473,0.2059769],"study_design_scores_gemma":[0.0003214816,0.00002812831,0.01115895,0.0003785842,0.0002239977,3.265014e-7,0.002704906,0.000009456757,0.000108838,0.00006144997,0.9847408,0.0002630879],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03085183,0.001492565,0.00001690019,0.001088957,0.0005039196,0.0007052353,0.0005629145,0.000004873009,0.9647728],"genre_scores_gemma":[0.05068677,0.0004367641,0.0005262397,0.0001120549,0.000328672,0.0000428608,0.0005518287,0.00004276201,0.9472721],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6297935,"threshold_uncertainty_score":0.9999831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04023073897233093,"score_gpt":0.2809763884108881,"score_spread":0.2407456494385572,"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."}}