{"id":"W4293083096","doi":"10.18665/sr.316793","title":"Streaming Media Licensing and Purchasing Practices at Academic Libraries: Survey Results","year":2022,"lang":"en","type":"report","venue":"","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"License; Mainstream; Purchasing; Business; Marketing; World Wide Web; Computer science; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002079406,0.0003962787,0.0004475997,0.0005608781,0.0007545301,0.001795119,0.001010176,0.0003174993,0.0001053521],"category_scores_gemma":[0.00731369,0.000366099,0.00007053732,0.001170853,0.00009046552,0.003466995,0.004184425,0.0008002387,0.00001153532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002565314,"about_ca_system_score_gemma":0.002389144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006099929,"about_ca_topic_score_gemma":0.0001960972,"domain_scores_codex":[0.9956976,0.0003026839,0.0007918173,0.001133562,0.001609205,0.0004651744],"domain_scores_gemma":[0.9939634,0.003560994,0.001525045,0.0005525567,0.0001504143,0.0002475883],"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":[0.0004773475,0.00009764362,0.0723708,0.0003338368,0.0004392052,0.0003470224,0.01307902,0.0000472827,0.00005373905,0.001088304,0.7332597,0.1784061],"study_design_scores_gemma":[0.000356409,0.00006324899,0.03915836,0.0001110016,0.00001484454,0.0002780376,0.0002449834,0.0006796902,0.0002246852,0.0002704629,0.9578857,0.0007125676],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.05461735,0.009816776,0.001427711,0.002290726,0.005121595,0.0007859618,0.0001960729,0.00143755,0.9243063],"genre_scores_gemma":[0.07968071,0.02515771,0.04235479,0.001831933,0.002416411,0.00008716385,0.003296989,0.0003182511,0.844856],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2246261,"threshold_uncertainty_score":0.9998791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1314026656392852,"score_gpt":0.310185624768385,"score_spread":0.1787829591290998,"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."}}