{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01045808,0.000676146,0.0005157588,0.005619522,0.005009861,0.02949986,0.002133179,0.005569096,0.01446255],"category_scores_gemma":[0.008731007,0.0005866049,0.0006823913,0.002917085,0.02100377,0.01352419,0.004754661,0.005471168,0.002999823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01030585,"about_ca_system_score_gemma":0.008718737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001288855,"about_ca_topic_score_gemma":0.00184827,"domain_scores_codex":[0.9888908,0.005263702,0.0002803181,0.0006416135,0.004394373,0.0005291787],"domain_scores_gemma":[0.9895145,0.004908903,0.0006919485,0.001107124,0.002941085,0.0008364844],"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":[0.000007628663,0.00002969398,0.00006076879,0.00004730562,0.000003893424,0.00004845706,0.000489276,0.0002824243,0.00009959493,0.9868616,0.00465867,0.007410724],"study_design_scores_gemma":[0.00002305492,0.00003895771,0.0003001321,0.0002528847,0.000008833672,0.0001614124,0.001093803,0.002398368,0.000641266,0.7163521,0.2787015,0.00002767003],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.006714183,0.005252469,0.107131,0.05006298,0.001912212,0.0003982767,0.0001029021,0.0003570507,0.828069],"genre_scores_gemma":[0.6948684,0.007896001,0.05877077,0.01192447,0.005545568,0.001242738,0.00009925631,0.0004455993,0.2192073],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9705001,"threshold_uncertainty_score":0.07477456,"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."}}