{"id":"W6925538761","doi":"10.17613/s550m-nk774","title":"Scholarly Communication and Its Infrastructures (panel introduction)","year":2022,"lang":"en","type":"article","venue":"Knowledge Commons (Lakehead University)","topic":"Fluoride Effects and Removal","field":"Environmental Science","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":[0.01338879,0.000962477,0.0007940938,0.00195136,0.008261289,0.008292555,0.00268983,0.02689317,0.08929052],"category_scores_gemma":[0.02809248,0.0007259194,0.001260672,0.003050723,0.00187215,0.004992016,0.004537456,0.01663362,0.02590351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005906456,"about_ca_system_score_gemma":0.01339134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02833929,"about_ca_topic_score_gemma":0.05289121,"domain_scores_codex":[0.9934042,0.001004959,0.0004356275,0.0007334583,0.003049299,0.001372462],"domain_scores_gemma":[0.9714196,0.01249313,0.001225702,0.0007506823,0.009434213,0.004676817],"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":[0.000009920536,0.000009137745,0.0000284148,0.00004280098,8.613898e-7,0.0000188254,0.00007078284,0.000008201809,0.00007694405,0.0005443551,0.9977701,0.001419607],"study_design_scores_gemma":[0.00001579325,0.00001411356,0.0009637586,0.0001821519,0.000005059446,0.000007435345,0.0003437097,0.0000170482,0.0001299397,0.0005107173,0.9977933,0.00001700144],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001005514,0.003675846,0.000554312,0.7519261,0.1414904,0.001102508,0.003641702,0.0002232113,0.09638052],"genre_scores_gemma":[0.006627658,0.003046114,0.0008668358,0.5297788,0.06092038,0.001746343,0.0021443,0.0003176009,0.394552],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9917074,"threshold_uncertainty_score":0.2987066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01540014461182238,"score_gpt":0.2066151019713295,"score_spread":0.1912149573595071,"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."}}