{"id":"W4413797106","doi":"10.2174/0109298673439579250825104543","title":"Preface","year":2025,"lang":"en","type":"article","venue":"Current Medicinal Chemistry","topic":"Cinema and Media Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"The King's University","funders":"","keywords":"Chemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.0001347471,0.000101023,0.0002404197,0.00003853075,0.0000549547,0.000009034086,0.0001397365,0.00004314779,0.0004489155],"category_scores_gemma":[0.0002404441,0.0001045392,0.00005896013,0.0001536408,0.00007087333,0.00002826466,0.00005799361,0.0001702641,0.0001484178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005530462,"about_ca_system_score_gemma":0.00002640591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006494864,"about_ca_topic_score_gemma":6.932157e-7,"domain_scores_codex":[0.999266,0.000001616244,0.0002774848,0.0002429756,0.00002906473,0.0001828965],"domain_scores_gemma":[0.9996127,0.000031574,0.00007999426,0.0001938324,0.00002011959,0.00006179803],"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":[0.00007278973,0.0005719838,0.2530566,0.003521055,0.0003007991,0.00001788656,0.001535663,0.00000600808,0.003069219,0.08202748,0.5895976,0.06622294],"study_design_scores_gemma":[0.0006407013,0.000008521925,0.006364748,0.0001713137,0.0000143403,0.000002256487,0.0001571613,0.00006136158,0.003444859,0.008786481,0.9801984,0.0001498981],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2277533,0.1508703,0.002014147,0.004969345,0.003798996,0.0001899869,0.00005289025,0.0001144948,0.6102366],"genre_scores_gemma":[0.9843761,0.001452832,0.00004092232,0.0001596838,0.0003958688,0.00003375999,0.00001892321,0.000007132684,0.01351483],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7566227,"threshold_uncertainty_score":0.491531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03073304727294562,"score_gpt":0.2683479207240686,"score_spread":0.237614873451123,"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."}}