{"id":"W4416781282","doi":"10.59350/m0qyw-pyx90","title":"Leveraging Expertise and Building Capacity: An Interview with Coalition Publica's Tanja Niemann and Kevin Stranack on Canada's Diamond Open Access Future","year":2025,"lang":"","type":"article","venue":"","topic":"Publishing and Scholarly Communication","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"General partnership; Public access; Publishing; Project commissioning; Access to information","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.02103761,0.0005055435,0.0007843419,0.001967551,0.04924914,0.01460049,0.003117085,0.01179696,0.005107651],"category_scores_gemma":[0.02987504,0.0009043007,0.0005910863,0.00305692,0.02426474,0.009640415,0.01230885,0.0248995,0.0004877681],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07815138,"about_ca_system_score_gemma":0.1775602,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8385887,"about_ca_topic_score_gemma":0.9035936,"domain_scores_codex":[0.980352,0.006809181,0.0003032307,0.0008301469,0.004780142,0.006925248],"domain_scores_gemma":[0.9556102,0.01633839,0.000894318,0.0007408527,0.007602816,0.0188134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005408169,0.0001146097,0.003234227,0.0001363566,0.00001899619,0.001513263,0.4806439,0.0005920139,0.0006611037,0.1128977,0.3812071,0.01892661],"study_design_scores_gemma":[0.00002015564,0.00002158925,0.001374276,0.0002065366,0.000009567532,0.0002419226,0.5072508,0.0003890033,0.000249313,0.006389792,0.4837637,0.00008323859],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.05546091,0.001694533,0.001490234,0.885348,0.00136012,0.0001214342,0.000107742,0.00005969917,0.05435724],"genre_scores_gemma":[0.7730567,0.002764452,0.001936948,0.1707631,0.0003066381,0.000202675,0.00009414386,0.0002639638,0.05061123],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9968829,"threshold_uncertainty_score":0.5670305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1066673040227926,"score_gpt":0.3235856124340351,"score_spread":0.2169183084112424,"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."}}