{"id":"W7093083898","doi":"10.59350/3ymcy-13823","title":"ScholCommLab at ACFAS 2023","year":2023,"lang":"","type":"article","venue":"","topic":"Various Chemistry Research Topics","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Multidisciplinary approach; French; Data collection","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006591433,0.0005980011,0.0005262083,0.000140127,0.0007216115,0.0003606259,0.001537209,0.0008213319,0.1467299],"category_scores_gemma":[0.001001893,0.0006492409,0.0003868204,0.001575694,0.0003269514,0.0002125301,0.003308362,0.00146362,0.08160473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008689105,"about_ca_system_score_gemma":0.0004191926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000126092,"about_ca_topic_score_gemma":0.00008022629,"domain_scores_codex":[0.9945385,0.00006608617,0.0007405715,0.001191854,0.001421056,0.002041926],"domain_scores_gemma":[0.99603,0.0004017887,0.0001507934,0.002236745,0.0002494017,0.0009313104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00006270977,0.0001458622,0.007572681,0.0009677453,0.0002845976,0.0006322913,0.0001739936,0.00003140206,0.4398674,0.0003032566,0.5457333,0.004224758],"study_design_scores_gemma":[0.001051418,0.000026119,0.0004068443,0.0001030667,0.00003970397,0.00005490653,0.0004061069,0.002873783,0.535763,0.0003949603,0.458234,0.0006461765],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3912996,0.0003671667,0.000005298718,0.005291305,0.0003352513,0.0001528972,0.0001829232,0.0006915042,0.6016741],"genre_scores_gemma":[0.2649301,0.001001107,0.00009026777,0.0001386851,0.0008178377,0.00004644151,0.0002680527,0.0001024258,0.732605],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.130931,"threshold_uncertainty_score":0.9995959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04975378605109525,"score_gpt":0.3239108693371594,"score_spread":0.2741570832860641,"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."}}