{"id":"W3102365738","doi":"10.29173/cais1144","title":"Perspectives on Academic Publishing: Can we Find Common Ground?","year":2020,"lang":"en","type":"article","venue":"Proceedings of the Annual Conference of CAIS / Actes du congrès annuel de l ACSI","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; Western University","funders":"","keywords":"Scope (computer science); Publishing; Humanities; Political science; Point (geometry); Dimension (graph theory); Computer science; Library science; Sociology; Management; Philosophy; Mathematics; Law; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.05365688,0.001436061,0.003051105,0.01261304,0.03743151,0.08717986,0.007485103,0.02781536,0.0149204],"category_scores_gemma":[0.06676058,0.0009132635,0.001564476,0.02684664,0.09983132,0.09729463,0.02814907,0.03564915,0.003281436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02400925,"about_ca_system_score_gemma":0.0325727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008514354,"about_ca_topic_score_gemma":0.00694944,"domain_scores_codex":[0.9273811,0.04321547,0.004030271,0.004688143,0.01377814,0.006906896],"domain_scores_gemma":[0.8594309,0.09257361,0.007617135,0.00518976,0.01466111,0.02052751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003004911,0.00004876694,0.0006954046,0.0005276533,0.00001958702,0.0006517867,0.1163488,0.00009050185,0.00005772927,0.7872933,0.06745686,0.0267795],"study_design_scores_gemma":[0.00001997281,0.00002820717,0.0003713186,0.001317231,0.00001106294,0.0002644238,0.2271794,0.00008536891,0.00004630635,0.3135113,0.4571278,0.00003766992],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004816044,0.04233863,0.0009787852,0.8913885,0.006761864,0.00001826821,0.0000511091,0.00003696695,0.05360972],"genre_scores_gemma":[0.4494382,0.1633625,0.003657617,0.3085492,0.04684826,0.0002765381,0.0003176151,0.0002953217,0.02725478],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9128202,"threshold_uncertainty_score":0.2837681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03917436047992635,"score_gpt":0.237491526506672,"score_spread":0.1983171660267457,"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."}}