{"id":"W4400734232","doi":"10.7202/1112231ar","title":"Liminaire","year":2023,"lang":"fr","type":"article","venue":"Tangence","topic":"Cross-Cultural and Social Analysis","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0003708762,0.0001148792,0.0001682162,0.00003592147,0.0009752609,0.0001024385,0.0002908357,0.0001470044,0.002288386],"category_scores_gemma":[0.00009539777,0.000107036,0.0001868079,0.002562846,0.0009033673,0.0002721953,0.00008016681,0.0001222272,0.01165482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001105349,"about_ca_system_score_gemma":0.00007102476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005668395,"about_ca_topic_score_gemma":0.004822157,"domain_scores_codex":[0.998616,0.00009842656,0.0001570268,0.0002442086,0.0003882663,0.0004960436],"domain_scores_gemma":[0.999476,0.00007287812,0.00006033663,0.0001254678,0.0001069999,0.0001582954],"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":[0.00000375824,0.00005628284,0.004434387,0.00004911334,0.00007455044,0.00008533984,0.07228845,0.0000356337,0.0002414652,0.2672638,0.08440778,0.5710595],"study_design_scores_gemma":[0.00004729362,0.00002308491,0.01488631,0.00004117688,0.00006948735,5.959342e-7,0.01364894,0.0002894815,0.00004145263,0.006799969,0.963932,0.0002202127],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8011771,0.006891066,0.00001990225,0.08376744,0.00296725,0.0001300128,0.00004014109,0.000306369,0.1047007],"genre_scores_gemma":[0.6433167,0.003071481,0.00002849541,0.0002627575,0.001028306,0.000008139496,0.00000730283,0.000006645632,0.3522702],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8795242,"threshold_uncertainty_score":0.9986237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07163408449948856,"score_gpt":0.3788880806617619,"score_spread":0.3072539961622734,"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."}}