{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005843385,0.00006905146,0.00009483794,0.0001896701,0.001837373,0.01094511,0.003799901,0.00001782199,0.01108044],"category_scores_gemma":[0.0004715891,0.00007165214,0.00001364498,0.0002427076,0.00006700693,0.001900463,0.003576158,0.0002673496,0.0003610974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004067364,"about_ca_system_score_gemma":0.000046516,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4414631,"about_ca_topic_score_gemma":0.1915616,"domain_scores_codex":[0.9990094,0.0002665056,0.000181105,0.0001926903,0.000159143,0.0001911061],"domain_scores_gemma":[0.9991329,0.0000312469,0.00005282755,0.0004293123,0.0002980565,0.00005567501],"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":[0.00002411796,0.00006117132,0.00008338284,0.00002315248,0.00001727677,0.000004059475,0.003032562,0.00002109047,0.00003564959,0.1551807,0.7711379,0.07037897],"study_design_scores_gemma":[0.0002564504,0.00001272707,0.002779731,0.00003224791,0.000002975635,0.000001262817,0.001164614,0.0001202154,0.00002184878,0.001215005,0.994314,0.0000789141],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0406049,0.00009389161,0.00004894014,0.004115502,0.0001734042,0.0002726497,0.00009658765,0.0001391804,0.954455],"genre_scores_gemma":[0.9915043,0.00003175343,0.00001478778,0.0005807863,0.00004450692,6.349445e-8,0.000585476,0.0002093004,0.007028988],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9508994,"threshold_uncertainty_score":0.9994621,"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."}}