{"id":"W4380989028","doi":"10.26573/2021.16.3.2","title":"Stories Behind Publishing: Glimpses from the Researcher’s Journey over Four Decades","year":2023,"lang":"en","type":"article","venue":"AIMS International Journal of Management","topic":"Publishing and Scholarly Communication","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Publishing; History; Art; Literature","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002592676,0.0001047958,0.0001203004,0.0003310007,0.0003741171,0.007365665,0.002483107,0.00003652099,0.0007849073],"category_scores_gemma":[0.0008043615,0.00007037129,0.0001351954,0.00008263119,0.0001242326,0.004140625,0.000570625,0.0006214055,0.00005674251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001505927,"about_ca_system_score_gemma":0.00004923909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000716962,"about_ca_topic_score_gemma":0.0009902867,"domain_scores_codex":[0.9976705,0.0002111072,0.0004346789,0.0001165498,0.001381279,0.000185848],"domain_scores_gemma":[0.9979083,0.0005463233,0.0003660298,0.0002964167,0.000812804,0.00007015387],"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":[0.00008288868,0.0000674301,0.00307875,0.000004457469,0.0008053176,0.00008763536,0.02274355,0.00006608504,0.0000078646,0.1907125,0.7521448,0.03019869],"study_design_scores_gemma":[0.0004941775,0.00003878404,0.03154963,0.0001022109,0.00003555172,0.000005607563,0.01274205,0.00009657897,0.000009638696,0.03284121,0.921998,0.0000866242],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6337403,0.001859838,0.0002987332,0.1851775,0.01000449,0.0002763984,0.0001733724,0.0001555388,0.1683138],"genre_scores_gemma":[0.9848999,0.001043355,0.0002453891,0.001273781,0.002696124,0.000006881678,0.00005923078,0.00001793237,0.009757388],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3511596,"threshold_uncertainty_score":0.9936648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1936823211683218,"score_gpt":0.3540693084857592,"score_spread":0.1603869873174374,"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."}}