{"id":"W2526820601","doi":"10.5860/crl.78.6.824","title":"Imagining a Gold Open Access Future: Attitudes, Behaviors, and Funding Scenarios among Authors of Academic Scholarship","year":2017,"lang":"en","type":"article","venue":"College & Research Libraries","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":84,"is_retracted":false,"has_abstract":true,"ca_institutions":"Quest University Canada","funders":"Andrew W. Mellon Foundation","keywords":"Publishing; Scholarship; Scholarly communication; Perception; Public relations; Open access publishing; Open science; Psychology; Political science; Sociology; Library science; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","bibliometrics","sts","scholarly_communication","open_science","research_integrity"],"consensus_categories":["metaresearch","bibliometrics","sts","scholarly_communication","open_science"],"category_scores_codex":[0.06529582,0.0002809725,0.0007195956,0.0358034,0.003445548,0.06271684,0.02737414,0.0004001156,0.0005266721],"category_scores_gemma":[0.09229857,0.0002139822,0.0001310318,0.06223611,0.003608436,0.03021679,0.0362977,0.002566583,0.00005007373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001336211,"about_ca_system_score_gemma":0.001788719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007476013,"about_ca_topic_score_gemma":0.0001468754,"domain_scores_codex":[0.9832391,0.001197568,0.00107253,0.001452021,0.01147655,0.001562187],"domain_scores_gemma":[0.9856029,0.006505045,0.0006725272,0.002498477,0.003382488,0.001338628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001195069,0.00008201524,0.9113409,0.00003084231,0.00002259892,0.00007021087,0.0003121081,0.00000101844,0.0006347987,0.02414477,0.03605137,0.02718988],"study_design_scores_gemma":[0.0007678842,0.0001622227,0.9530136,0.0001233099,0.000007551473,0.000007839567,0.001649142,0.0004340259,0.002399075,0.02078787,0.02037467,0.0002728323],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9741968,0.004573913,0.00005952886,0.006088192,0.0007250228,0.001261741,0.0002029541,0.00003500212,0.01285684],"genre_scores_gemma":[0.9866304,0.0008315385,0.00132769,0.00004557196,0.0002621715,0.0000848354,0.000005969092,0.00003581436,0.01077595],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0416727,"threshold_uncertainty_score":0.9997345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.794470165071975,"score_gpt":0.6667468592542378,"score_spread":0.1277233058177372,"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."}}