{"id":"W7081629173","doi":"10.34745/numerev_2397","title":"Présentation","year":2022,"lang":"fr","type":"article","venue":"NumeRev","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Radio program; Period (music); Stylistics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002800463,0.00008510102,0.00008388937,0.00002110077,0.0003701831,0.00006230576,0.0004439751,0.00003258944,0.007194889],"category_scores_gemma":[0.0000655133,0.0001055567,0.00005469083,0.0003286054,0.0000371946,0.0001663278,0.0004669559,0.0002405153,0.0002890306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005299422,"about_ca_system_score_gemma":0.00007937984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009233289,"about_ca_topic_score_gemma":0.00000166782,"domain_scores_codex":[0.9989717,0.0001388104,0.0001416723,0.0002749646,0.0002218468,0.000250977],"domain_scores_gemma":[0.999455,0.00003990524,0.00007702583,0.0002927182,0.00007934001,0.00005598687],"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":[0.000006481337,0.0002030962,0.001599497,0.0001219941,0.00001971083,0.0001507681,0.003520981,0.006335169,0.0008826345,0.1969764,0.6981949,0.0919883],"study_design_scores_gemma":[0.0001332992,0.00005140416,0.000625027,0.000005847086,0.000006350513,0.0001463651,0.0002938531,0.02031976,0.0006400433,0.01746178,0.9601945,0.0001217974],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.004348726,0.007775818,0.050867,0.4576218,0.02435676,0.0002991409,0.00002505344,0.0002012638,0.4545044],"genre_scores_gemma":[0.6025358,0.00001957298,0.003672782,0.003276695,0.0006896766,0.00004802134,0.00001874133,0.000002995668,0.3897357],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5981871,"threshold_uncertainty_score":0.9937127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03053986008779361,"score_gpt":0.2558228123249755,"score_spread":0.2252829522371819,"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."}}