{"id":"W4400067567","doi":"10.26443/glsars.v3i1.1074","title":"« DÉCARTOGRAPHIER » LA PROBATION","year":2024,"lang":"fr","type":"article","venue":"McGill GLSA Research Series","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","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":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.0114007,0.0001466148,0.000149921,0.00034421,0.001986093,0.000292964,0.0002881415,0.0003200246,0.0007379067],"category_scores_gemma":[0.001706642,0.0001496799,0.0001134953,0.002308302,0.006323636,0.0009903954,0.00006949766,0.0007772127,0.0005427394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002011223,"about_ca_system_score_gemma":0.0005515305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007923997,"about_ca_topic_score_gemma":0.0005306691,"domain_scores_codex":[0.9945548,0.003223856,0.0002526543,0.0004406476,0.0008140281,0.0007140571],"domain_scores_gemma":[0.9958193,0.003223077,0.00002996283,0.0001878232,0.0005600053,0.0001797997],"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":[0.000004819135,0.00006465054,0.000248908,0.0002183579,0.000060205,0.000006880332,0.02187511,0.000003178174,0.00007641736,0.9258029,0.02175697,0.02988158],"study_design_scores_gemma":[0.00004687735,0.00009003469,0.0009063816,0.0002148392,0.00001261389,0.000005456906,0.05433057,0.00002937986,0.00004639205,0.1025527,0.8416313,0.0001334471],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04335126,0.02235438,0.00005163149,0.3205438,0.0104269,0.0007986643,0.0001877384,0.0003394191,0.6019462],"genre_scores_gemma":[0.7609642,0.01829861,0.001524959,0.0001560054,0.005447979,0.000269325,0.00006871972,0.00004381762,0.2132263],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8232502,"threshold_uncertainty_score":0.9993132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4859245486208957,"score_gpt":0.5748283853432731,"score_spread":0.08890383672237734,"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."}}