{"id":"W4404762500","doi":"10.2174/138920372601241122105141","title":"Preface","year":2024,"lang":"en","type":"article","venue":"Current Protein and Peptide Science","topic":"Cinema and Media Studies","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.0004826261,0.00007842916,0.0001188856,0.0001596963,0.000150668,0.0001766444,0.0001386794,0.00001430121,0.00009005713],"category_scores_gemma":[0.0001232585,0.00007155621,0.00002877079,0.000391027,0.0003139457,0.0003027857,0.00009635614,0.0001012138,0.0003945816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002776263,"about_ca_system_score_gemma":0.00003700058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001474163,"about_ca_topic_score_gemma":0.000003799739,"domain_scores_codex":[0.9991789,0.000002365151,0.0001697225,0.0003839447,0.00004489577,0.0002201858],"domain_scores_gemma":[0.9997232,0.00001419212,0.00003057662,0.0001282884,0.00001568148,0.00008809153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003090008,0.00003301584,0.005627227,0.0003331722,0.000008489554,0.000003712631,0.001900287,0.000001385584,0.001793225,0.9075276,0.004153214,0.07861555],"study_design_scores_gemma":[0.0001268613,0.00004949031,0.008758985,0.0002158714,0.000002495906,0.000005053057,0.00007860542,0.001270435,0.001012955,0.04361614,0.944634,0.0002291753],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7416553,0.1760492,0.002091277,0.003015474,0.003362731,0.0006923068,0.00006330524,0.0001863944,0.07288408],"genre_scores_gemma":[0.9949837,0.0009216765,0.0002913504,0.00002341907,0.0001332924,0.00004535908,8.519713e-7,0.000005494031,0.003594857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9404807,"threshold_uncertainty_score":0.5071679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04883937828003593,"score_gpt":0.2758718832948893,"score_spread":0.2270325050148533,"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."}}