{"id":"W2964928860","doi":"10.7202/1060971ar","title":"The Discourse and Value of Being an Independent Publisher","year":2019,"lang":"en","type":"article","venue":"Mémoires du livre","topic":"Organizational Strategy and Culture","field":"Business, Management and Accounting","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Publishing; Appeal; Meaning (existential); Value (mathematics); Construct (python library); Sociology; Currency; Function (biology); Space (punctuation); Media studies; Order (exchange); Content analysis; Advertising; Public relations; Social science; Law; Political science; Epistemology; Linguistics; Business; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001593852,0.00007522117,0.00007148377,0.00002407564,0.0001898761,0.0004012265,0.0001605005,0.00004568624,0.0001909873],"category_scores_gemma":[0.00003132454,0.00004715934,0.00001929106,0.0001424613,0.00004458819,0.001158072,0.00008341925,0.00007286946,0.0000395555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005925822,"about_ca_system_score_gemma":0.00001161537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001127249,"about_ca_topic_score_gemma":0.0000740723,"domain_scores_codex":[0.9994828,0.000007435444,0.0001052812,0.0001267008,0.0001692874,0.0001084766],"domain_scores_gemma":[0.9996832,0.0000166338,0.00007693841,0.0001259378,0.00008943673,0.00000784175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00001539153,0.00006163254,0.2612491,0.00004770952,0.0000218227,0.000001649668,0.0001780671,0.00004902591,0.0003398951,0.7319155,0.004365826,0.001754428],"study_design_scores_gemma":[0.0006028284,0.00003182794,0.8477006,0.00005111118,0.00005506174,0.000003894495,0.00485511,0.0009351819,0.00009406487,0.03568679,0.1096996,0.0002839182],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9564714,0.0001013885,0.000008445001,0.001940506,0.0002684076,0.0001042435,7.46177e-7,0.00002703695,0.04107782],"genre_scores_gemma":[0.9973667,0.000009682026,0.00001162761,0.0003487835,0.0004521405,0.000001955223,0.00001492725,0.0000113357,0.001782797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6962287,"threshold_uncertainty_score":0.3869036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006282814192455327,"score_gpt":0.2056966015384229,"score_spread":0.1994137873459676,"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."}}