{"id":"W2514331931","doi":"","title":"It's About Time: A Case Study of Acquiring, Producing, and Promoting a Timely Book from an Independent Canadian Publisher","year":2016,"lang":"en","type":"article","venue":"Summit (Simon Fraser University)","topic":"Publishing and Scholarly Communication","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Operations research; Public relations; Business; Political science; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.005862795,0.0009886699,0.0007605253,0.00400582,0.05721802,0.01576857,0.00504943,0.004467245,0.008634523],"category_scores_gemma":[0.0188772,0.001066211,0.0005289357,0.007857514,0.01509244,0.006024118,0.008052723,0.007695218,0.00114314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05085155,"about_ca_system_score_gemma":0.06863908,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7973372,"about_ca_topic_score_gemma":0.9263701,"domain_scores_codex":[0.9911439,0.003039677,0.0002011223,0.0006845828,0.002707613,0.002223175],"domain_scores_gemma":[0.9834277,0.006981128,0.001282866,0.0006218023,0.003392181,0.004294331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003400632,0.0001235168,0.003498956,0.0001039779,0.000007778746,0.01064319,0.9633476,0.00007347115,0.0003289033,0.005375944,0.007673432,0.008789235],"study_design_scores_gemma":[0.000002807923,0.00002155437,0.001864392,0.0001167481,0.000007010504,0.0008505486,0.9496152,0.00005821223,0.0001376001,0.000190335,0.04711152,0.00002415822],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8486278,0.001907735,0.001241207,0.0163963,0.0003228151,0.0002736675,0.0002626514,0.00007191173,0.1308958],"genre_scores_gemma":[0.9235083,0.003322143,0.001932311,0.003391594,0.00009507321,0.0001102995,0.000177675,0.0002186272,0.06724397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9842314,"threshold_uncertainty_score":0.4077125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02150441421859765,"score_gpt":0.2137007534224463,"score_spread":0.1921963392038487,"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."}}