{"id":"W6968341933","doi":"10.5281/zenodo.15547122","title":"Diamond Open Access in Canada","year":2025,"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":"University of New Brunswick; University of Alberta","funders":"","keywords":"Publishing; Session (web analytics); Presentation (obstetrics); Service (business); Scholarly communication; Position (finance); Scholarship","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002882346,0.0007328388,0.0007473622,0.002385214,0.01655675,0.01147314,0.00208449,0.003983736,0.353133],"category_scores_gemma":[0.007565589,0.0005465866,0.0006968128,0.003517351,0.002701806,0.003195624,0.004769567,0.003222395,0.07123747],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05048758,"about_ca_system_score_gemma":0.2451955,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9423141,"about_ca_topic_score_gemma":0.9786944,"domain_scores_codex":[0.9935134,0.0001793004,0.0001067498,0.0005506684,0.004092308,0.001557581],"domain_scores_gemma":[0.9853311,0.0004705556,0.0001534836,0.000416328,0.007804174,0.005824307],"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":[0.00003897102,0.00001652011,0.0004004773,0.0001602967,0.000003820135,0.0001320076,0.0003815897,0.00005009312,0.0004143918,0.01490379,0.9487177,0.03478039],"study_design_scores_gemma":[0.000004412628,0.000005111986,0.0007219961,0.00004862205,0.000001645862,0.00002438829,0.0002732017,0.00003613973,0.00008631372,0.0003836339,0.9984031,0.00001150696],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.004440663,0.006118474,0.002057314,0.05510037,0.01419979,0.0004625042,0.01496349,0.003043454,0.899614],"genre_scores_gemma":[0.01504764,0.002441124,0.001765342,0.005988108,0.0005041846,0.00009360274,0.003878119,0.0006887381,0.9695932],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9979155,"threshold_uncertainty_score":0.9226773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09428275097064208,"score_gpt":0.294550380943655,"score_spread":0.2002676299730129,"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."}}