{"id":"W4254708420","doi":"10.4000/memini.1662","title":"Avant-propos","year":2020,"lang":"id","type":"article","venue":"Memini","topic":"French Urban and Social Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Geology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":["insufficient_payload"],"category_scores_codex":[0.0002077422,0.0001817995,0.0003285043,0.00001412306,0.000743711,0.00009608734,0.0003716426,0.0001641806,0.007008906],"category_scores_gemma":[0.0005739141,0.0001779011,0.0001629225,0.0002868736,0.000571689,0.00009990024,0.0001400466,0.000236042,0.01038756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001251404,"about_ca_system_score_gemma":0.0001522809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009137575,"about_ca_topic_score_gemma":0.0005418748,"domain_scores_codex":[0.9983077,0.0001308397,0.0002436468,0.0003414873,0.0004943499,0.0004819738],"domain_scores_gemma":[0.999266,0.000107753,0.0001016811,0.000111549,0.00007798903,0.0003350271],"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":[0.00001290319,0.00005294034,0.0005303588,0.0000426488,0.00007943634,0.00002778052,0.2343817,2.635252e-7,0.0001210459,0.01000637,0.7485917,0.00615288],"study_design_scores_gemma":[0.0002152394,0.0001184183,0.0005121355,0.00001936125,0.00004350797,1.220434e-7,0.01506092,0.00002286252,0.0001671371,0.0004856482,0.9831154,0.0002392291],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.005503426,0.008295787,0.00003511707,0.04092308,0.00603417,0.0003560022,0.00002439834,0.0001797648,0.9386482],"genre_scores_gemma":[0.765425,0.004653551,0.0001738619,0.006799851,0.006019244,0.00001852249,0.000005697622,0.00003722521,0.216867],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7599216,"threshold_uncertainty_score":0.9938988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06648519186166088,"score_gpt":0.2701234828600612,"score_spread":0.2036382909984003,"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."}}