{"id":"W4407549482","doi":"10.2174/092986653201250206011525","title":"Preface","year":2025,"lang":"en","type":"article","venue":"Protein and Peptide Letters","topic":"Cinema and Media Studies","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001795019,0.0009380745,0.0007791588,0.002143153,0.00317842,0.005901061,0.001808616,0.002237253,0.4951993],"category_scores_gemma":[0.01191144,0.0003607222,0.0006739782,0.001943794,0.000968338,0.00424791,0.003002394,0.003864553,0.3727554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002395036,"about_ca_system_score_gemma":0.003533461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003316603,"about_ca_topic_score_gemma":0.003468079,"domain_scores_codex":[0.9981517,0.0002455646,0.0001405915,0.0003450752,0.0009268571,0.000190206],"domain_scores_gemma":[0.9944565,0.0007694202,0.000215162,0.0005712798,0.002920588,0.001066993],"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":[0.00002162687,0.00001425358,0.0001156621,0.0001006436,0.000002584817,0.00006270033,0.0001055827,0.00003916991,0.0001036616,0.006350665,0.9579289,0.03515444],"study_design_scores_gemma":[0.000002394658,0.000007488351,0.0001401052,0.00007499139,0.00000102775,0.00006320698,0.0000644832,0.00001577813,0.00004206395,0.001301997,0.9982833,0.000003312886],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001340951,0.01050414,0.005418421,0.0436355,0.1709378,0.0003948021,0.009474903,0.001875621,0.7564178],"genre_scores_gemma":[0.007255292,0.006203372,0.002629044,0.01191282,0.02383355,0.0002851326,0.009826222,0.001238239,0.9368163],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5048007,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01531577321050817,"score_gpt":0.2066725226974322,"score_spread":0.1913567494869241,"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."}}