{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001255165,0.0007288422,0.0005324404,0.002900193,0.002336785,0.003015176,0.001024196,0.0009031537,0.4477279],"category_scores_gemma":[0.01083201,0.0002182287,0.0004328239,0.001923747,0.0005693861,0.001856513,0.001688586,0.002463144,0.2820545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001746929,"about_ca_system_score_gemma":0.002206201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005665805,"about_ca_topic_score_gemma":0.007308684,"domain_scores_codex":[0.9993557,0.0001023312,0.00003865103,0.00009954651,0.0003457696,0.0000580859],"domain_scores_gemma":[0.9950884,0.0008471246,0.0001673824,0.0004726723,0.002707529,0.0007168767],"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":[0.00001751488,0.0000116761,0.0000579428,0.00005467278,0.000001083738,0.00002670089,0.00004553798,0.00003656452,0.0000684159,0.004471675,0.9656642,0.02954401],"study_design_scores_gemma":[0.000002601793,0.000006222377,0.0001764829,0.00006822045,9.414214e-7,0.00002136091,0.00005357897,0.00001646973,0.00005134196,0.002211222,0.997389,0.000002503626],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001215444,0.009287578,0.005020714,0.02909547,0.2149459,0.0004646983,0.01236792,0.001232112,0.7263701],"genre_scores_gemma":[0.004694023,0.003466405,0.001802185,0.005577806,0.02315282,0.0002038794,0.00603665,0.0006225706,0.9544436],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5522721,"threshold_uncertainty_score":0,"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."}}