{"id":"W430952576","doi":"","title":"Data-driven publishing: using sell-through data as a tool for editorial strategy and developing long-term bestsellers","year":2012,"lang":"en","type":"article","venue":"Summit (Simon Fraser University)","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Publishing; Term (time); Computer science; Data science; World Wide Web; Business; Political science; Law","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":[0.0009516049,0.0001595872,0.0001964665,0.0001732543,0.001260155,0.00054541,0.00162398,0.0001779395,0.00008831114],"category_scores_gemma":[0.0008819703,0.0001815998,0.00002822466,0.0006941872,0.0003812298,0.008434697,0.001107828,0.0002259856,0.00001601736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003256935,"about_ca_system_score_gemma":0.0012032,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002790613,"about_ca_topic_score_gemma":0.04514663,"domain_scores_codex":[0.9978623,0.0002337879,0.0001564959,0.0005199416,0.0005544042,0.0006731158],"domain_scores_gemma":[0.9982193,0.0004689362,0.0001129922,0.0006410596,0.0003165679,0.0002411813],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006699602,0.0000934552,0.6302608,0.00005495992,0.0001613048,0.000009358833,0.001309761,0.00001069622,0.000003356201,0.008664557,0.3587197,0.0006450298],"study_design_scores_gemma":[0.0005436394,0.00002368094,0.001750349,0.00003169983,0.00007547883,6.248773e-9,0.04158041,0.00004882851,0.00001411844,0.0001003296,0.9555734,0.000258068],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9571019,0.0005417202,0.004934606,0.004594342,0.01894397,0.001616215,0.001161406,0.0002300644,0.01087575],"genre_scores_gemma":[0.9272947,0.001688857,0.01445931,0.0002939724,0.04631106,0.000006098342,0.002220636,0.00007189423,0.007653435],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6285104,"threshold_uncertainty_score":0.9722769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1360234065147673,"score_gpt":0.3804919525794908,"score_spread":0.2444685460647235,"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."}}