{"id":"W2012326692","doi":"10.1087/09531510125100296","title":"Publishing: a market‐led approach","year":2001,"lang":"en","type":"article","venue":"Learned Publishing","topic":"Publishing and Scholarly Communication","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Grace (Canada)","funders":"","keywords":"Publishing; Business; Marketing; Political science; Law","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":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.004270712,0.0003094337,0.000336354,0.0005088741,0.001278251,0.1017899,0.002556341,0.0002735835,0.004074798],"category_scores_gemma":[0.005621644,0.0002884613,0.0001903153,0.0004221322,0.0001998438,0.06085003,0.0005012842,0.002151308,0.0001104036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001524938,"about_ca_system_score_gemma":0.000135495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002008918,"about_ca_topic_score_gemma":0.0006307126,"domain_scores_codex":[0.9966869,0.0005520716,0.000552449,0.0006127343,0.0008316407,0.0007642368],"domain_scores_gemma":[0.9971254,0.0003720991,0.000322601,0.001263534,0.0006201004,0.0002963016],"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":[0.000071513,0.0002463736,0.002400652,0.00002929168,0.00007901035,0.00001150924,0.02309015,0.00002437185,0.00002068815,0.417344,0.5141498,0.04253255],"study_design_scores_gemma":[0.0007016929,0.00002737772,0.001180188,0.00003616861,0.00002356379,0.00002709676,0.007750107,0.002315238,0.000002831299,0.009103628,0.9784365,0.0003956114],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01955861,0.0005336192,0.000415274,0.03214834,0.0008829603,0.0002213112,0.00001517872,0.0008552319,0.9453695],"genre_scores_gemma":[0.8974376,0.00006573776,0.001341182,0.002903965,0.001993948,0.00006615074,0.000368392,0.00007495166,0.09574801],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.877879,"threshold_uncertainty_score":0.9999567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07787005099717231,"score_gpt":0.2510081210395992,"score_spread":0.1731380700424269,"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."}}