{"id":"W2166327137","doi":"","title":"Scholarly Associations and the Economic Viability of Open Access Publishing","year":2005,"lang":"en","type":"article","venue":"Texas Digital Library (University of Texas)","topic":"Copyright and Intellectual Property","field":"Business, Management and Accounting","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Publishing; The Internet; Electronic publishing; Library science; World Wide Web; Work (physics); Open access publishing; Political science; Internet privacy; Media studies; Sociology; Engineering; Computer science; Law","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":["scholarly_communication","insufficient_payload"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.0002816466,0.0001021741,0.0002412436,0.000147068,0.0001866602,0.00783709,0.001900562,0.00005708919,0.004167784],"category_scores_gemma":[0.0002035085,0.00008238412,0.00009357547,0.0002765333,0.0002748363,0.1349008,0.00338772,0.0001502381,0.0001799859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003654838,"about_ca_system_score_gemma":0.00007577596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001466548,"about_ca_topic_score_gemma":0.00009434899,"domain_scores_codex":[0.9993387,0.00001619924,0.0001769273,0.0002136556,0.0001208665,0.0001336375],"domain_scores_gemma":[0.9992399,0.0001580062,0.0002668168,0.0002420763,0.00007553618,0.0000177303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005623024,0.0002039928,0.4951756,0.0001128032,0.0001765123,0.000001446856,0.0001855244,0.00002944188,0.000003426224,0.06968967,0.3877925,0.04606682],"study_design_scores_gemma":[0.002367214,0.00002023314,0.2887442,0.00004350405,0.0000728415,7.121516e-7,0.0002849748,0.01342735,0.0000506362,0.02954858,0.665132,0.000307839],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.446913,0.00005839753,0.0000266761,0.008499088,0.00004601108,0.0002747418,0.00007911246,0.00005130684,0.5440516],"genre_scores_gemma":[0.9935297,0.00001478756,0.00007227093,0.0005300991,0.0001350894,1.330681e-7,0.00006732218,0.000009797688,0.005640807],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5466167,"threshold_uncertainty_score":0.9967425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03405644910755814,"score_gpt":0.2206875827826972,"score_spread":0.1866311336751391,"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."}}