{"id":"W4406102680","doi":"10.3148/cjdpr-2024-028","title":"The Evolving Landscape of Scholarly Publishing","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Dietetic Practice and Research","topic":"Publishing and Scholarly Communication","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Publishing; Library science; Business; Political science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.05063861,0.0005993382,0.001482393,0.0149837,0.03685104,0.09905785,0.006568598,0.01479113,0.03537981],"category_scores_gemma":[0.07321756,0.0008542463,0.0006145372,0.02323494,0.09396634,0.03082152,0.01624093,0.01333182,0.005848605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05506377,"about_ca_system_score_gemma":0.1347769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1288424,"about_ca_topic_score_gemma":0.2112687,"domain_scores_codex":[0.9580083,0.01431305,0.001840153,0.003436119,0.01690186,0.005500447],"domain_scores_gemma":[0.8369119,0.06432875,0.006431019,0.008819189,0.03675069,0.04675845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002250042,0.00003736963,0.0007700085,0.0002411457,0.000009436852,0.0002200673,0.0219899,0.00009441376,0.0001596352,0.835699,0.0827731,0.05798344],"study_design_scores_gemma":[0.00001137736,0.00001231592,0.001285749,0.0006090882,0.000005681367,0.0001424811,0.02793515,0.0001126727,0.00008343248,0.139047,0.8307077,0.00004719913],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.00969133,0.03828314,0.00259771,0.5973712,0.005582349,0.0000583302,0.0001834121,0.0002535143,0.345979],"genre_scores_gemma":[0.6682742,0.07713759,0.01089471,0.08127609,0.02077903,0.000266504,0.0003452257,0.0008914663,0.1401353],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9009421,"threshold_uncertainty_score":0.3995175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1157227455949135,"score_gpt":0.3513392825607807,"score_spread":0.2356165369658672,"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."}}