{"id":"W6943892931","doi":"10.17613/t8999-0m368","title":"Scholarly Communication and Its Infrastructures (panel introduction)","year":2022,"lang":"en","type":"article","venue":"Knowledge Commons (Lakehead University)","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Scholarly communication; Information and Communications Technology; Key (lock); Context (archaeology); Information Dissemination","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.009714039,0.0009735833,0.0007099691,0.001737135,0.005355469,0.006888502,0.002312155,0.02023155,0.06401454],"category_scores_gemma":[0.01861503,0.0007011162,0.001371432,0.002791159,0.001263435,0.00437188,0.003593348,0.01563932,0.02398556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004928987,"about_ca_system_score_gemma":0.00931773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02952455,"about_ca_topic_score_gemma":0.04902454,"domain_scores_codex":[0.9958031,0.0005373033,0.0002299279,0.0006629654,0.001905152,0.0008615946],"domain_scores_gemma":[0.9834254,0.006943127,0.0008380018,0.0005565926,0.005522083,0.002714779],"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":[0.00001125733,0.00000772933,0.0000417911,0.00004367915,0.000001350172,0.000018789,0.00004526165,0.0000129825,0.0001000615,0.0004995735,0.9980159,0.001201665],"study_design_scores_gemma":[0.00002353752,0.0000137318,0.001838498,0.0002605727,0.000009780907,0.00001090546,0.0002717638,0.00003392847,0.0002036772,0.0008106257,0.9964983,0.00002449315],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001433723,0.004184162,0.0009582607,0.7417571,0.1508339,0.001302165,0.01029495,0.0002534185,0.08898241],"genre_scores_gemma":[0.007758111,0.003607274,0.001295668,0.6065623,0.0603711,0.001927319,0.004220633,0.0002974775,0.3139602],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9931115,"threshold_uncertainty_score":0.21415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3354484500528461,"score_gpt":0.4272444462727673,"score_spread":0.09179599621992118,"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."}}