{"id":"W1865164899","doi":"10.22230/src.2015v6n3a202","title":"Beyond Open Access to Open Publication and Open Scholarship","year":2015,"lang":"en","type":"article","venue":"Scholarly and Research Communication","topic":"Educator Training and Historical Pedagogy","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Scholarship; Openness to experience; Engaged scholarship; Political science; Public relations; Sociology; Scholarly communication; Media studies; Law; Publishing; Psychology; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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","open_science"],"consensus_categories":[],"category_scores_codex":[0.03169681,0.0004845118,0.0007987017,0.002746959,0.007391649,0.02953763,0.002270716,0.009286513,0.02453813],"category_scores_gemma":[0.06765234,0.0004266505,0.0008382178,0.003271309,0.05386576,0.04830394,0.03100141,0.01082848,0.004870289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003938027,"about_ca_system_score_gemma":0.01090439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00122493,"about_ca_topic_score_gemma":0.001406378,"domain_scores_codex":[0.9658732,0.01662966,0.001235822,0.002140739,0.01181532,0.002305216],"domain_scores_gemma":[0.911921,0.04721886,0.003629893,0.0213286,0.007056095,0.008845563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001729862,0.00002239501,0.000179292,0.00009350888,0.000005943012,0.00007645537,0.004806659,0.00008574567,0.0001023404,0.9721125,0.004361809,0.01813599],"study_design_scores_gemma":[0.00001038828,0.00002429817,0.0001504461,0.0002523435,0.000005482263,0.0001337279,0.002622193,0.0001363134,0.0001752693,0.8200212,0.1764502,0.00001810793],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01780142,0.01765736,0.07566559,0.169866,0.005562845,0.0001262672,0.000130827,0.0005122108,0.7126774],"genre_scores_gemma":[0.7790141,0.01365009,0.0226093,0.02400848,0.01424318,0.0003409788,0.0001629536,0.000594469,0.1453765],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9977293,"threshold_uncertainty_score":0.1676308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7510332386073579,"score_gpt":0.6312466305469201,"score_spread":0.1197866080604378,"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."}}