{"id":"W4380628957","doi":"10.2174/157016462001230614161437","title":"Preface","year":2023,"lang":"en","type":"article","venue":"Current Proteomics","topic":"Cinema and Media Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science","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":[0.001470581,0.0007885345,0.0005448452,0.00318547,0.002464413,0.003362324,0.001140417,0.0009818508,0.4441316],"category_scores_gemma":[0.0118184,0.0002432094,0.0004740447,0.002130814,0.0005627448,0.00211323,0.001955474,0.002649463,0.2936065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00191253,"about_ca_system_score_gemma":0.002347183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005749797,"about_ca_topic_score_gemma":0.007273571,"domain_scores_codex":[0.9993095,0.0001134359,0.00004130895,0.0001144589,0.0003559797,0.00006530447],"domain_scores_gemma":[0.9944751,0.0009057159,0.000182974,0.0005144903,0.003089233,0.0008326203],"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":[0.00001727537,0.00001258738,0.00007075278,0.00005439594,0.000001152621,0.0000247031,0.00004811481,0.00003367673,0.0000667897,0.004385133,0.9662362,0.02904911],"study_design_scores_gemma":[0.000002745996,0.000006448051,0.0002035037,0.00007899749,0.000001088804,0.00002278795,0.00006195961,0.00001757464,0.00005126306,0.002495103,0.9970556,0.000002847553],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001278688,0.009737507,0.006261576,0.0346501,0.2199798,0.0005268778,0.01404053,0.001441656,0.7120833],"genre_scores_gemma":[0.00464308,0.003800745,0.002168991,0.006206581,0.02500593,0.0002433547,0.007529186,0.0007316557,0.9496704],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5558684,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08789949425744019,"score_gpt":0.27497152351827,"score_spread":0.1870720292608298,"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."}}