{"id":"W6911289534","doi":"10.5281/zenodo.12169094","title":"Coalition Publica: Collaborating for Equitable Open Access","year":2024,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Publishing and Scholarly Communication","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; Université de Montréal","funders":"European Commission","keywords":"Presentation (obstetrics); General partnership; Context (archaeology); Globe; Publishing; Digital library; Open data; Executive summary","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.06607069,0.001049107,0.0008801398,0.005179029,0.01226832,0.0295327,0.005560253,0.01046362,0.05259267],"category_scores_gemma":[0.09449292,0.0008461847,0.001272839,0.004670533,0.00746878,0.02297209,0.04023432,0.009423604,0.01912196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009152816,"about_ca_system_score_gemma":0.0720956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01771739,"about_ca_topic_score_gemma":0.02171943,"domain_scores_codex":[0.9509179,0.02039061,0.001757445,0.003499059,0.01771462,0.005720363],"domain_scores_gemma":[0.8518244,0.0319718,0.004795507,0.02860269,0.0309035,0.05190213],"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":[0.0001308893,0.0001461028,0.0009312639,0.0003595177,0.00003630833,0.0004617216,0.008095303,0.00059967,0.001314014,0.2049105,0.661772,0.1212427],"study_design_scores_gemma":[0.00001858375,0.00001304194,0.0001458631,0.0001419835,0.00000481821,0.0001056663,0.001663879,0.0003752583,0.0003717893,0.02083084,0.9763067,0.00002154509],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01054212,0.007102848,0.1433915,0.375645,0.0143121,0.001406881,0.003347383,0.01224002,0.4320121],"genre_scores_gemma":[0.1765836,0.005718062,0.2390698,0.04094973,0.004942495,0.002822213,0.01094755,0.01514255,0.5038241],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9944397,"threshold_uncertainty_score":0.3494194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2138436972021501,"score_gpt":0.3573525567164677,"score_spread":0.1435088595143176,"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."}}