{"id":"W4377691347","doi":"10.3917/vst.158.0044","title":"« Cherche travailleur social, diplôme indifférent »","year":2023,"lang":"fr","type":"article","venue":"VST - Vie sociale et traitements","topic":"Social Sciences and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministère de l’Emploi et de la Solidarité Sociale (Québec)","funders":"","keywords":"Political science; Humanities; Sociology; Philosophy","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":["insufficient_payload"],"category_scores_codex":[0.003238212,0.000517746,0.0006737259,0.0001408551,0.002461774,0.000313804,0.001095426,0.0007224639,0.002673269],"category_scores_gemma":[0.0003319652,0.00058006,0.0005824996,0.004229009,0.001843193,0.0009644487,0.0002491479,0.0007041901,0.002821164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008530179,"about_ca_system_score_gemma":0.001311771,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01490741,"about_ca_topic_score_gemma":0.02253586,"domain_scores_codex":[0.9931108,0.00110833,0.0008079006,0.0009013016,0.002139759,0.001931909],"domain_scores_gemma":[0.998268,0.0003104411,0.0005934013,0.0002333894,0.0001694734,0.0004253015],"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":[0.00001890714,0.0006627918,0.004938448,0.0001383495,0.0002915437,0.00004352188,0.1786174,0.00001191428,0.0002174501,0.1030852,0.3328311,0.3791434],"study_design_scores_gemma":[0.0008654073,0.00008593448,0.1009335,0.0001033158,0.00009784001,5.023955e-7,0.02925697,0.00004037704,0.00001832122,0.009432713,0.8585001,0.0006650653],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5694118,0.00459332,0.0000664145,0.1230516,0.01190372,0.001343804,0.0008114311,0.0006169534,0.288201],"genre_scores_gemma":[0.8114644,0.007646006,0.0001237018,0.003221987,0.004049268,0.0001641431,0.00009394692,0.00009987583,0.1731367],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5256689,"threshold_uncertainty_score":0.9996651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1500446464718523,"score_gpt":0.3996266641088655,"score_spread":0.2495820176370133,"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."}}