{"id":"W2341657020","doi":"10.1080/10572317.2016.1176462","title":"Work in Progress: The Libraries Nova Scotia Research Support Group","year":2016,"lang":"en","type":"article","venue":"The International Information & Library Review","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Saint Vincent University","funders":"","keywords":"Nova scotia; Nova (rocket); Library science; Work (physics); Political science; Sociology; Engineering; Computer science; Ethnology; Aeronautics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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","insufficient_payload"],"category_scores_codex":[0.0009431447,0.0001273176,0.0001318559,0.0002487807,0.0001454923,0.001326324,0.002622047,0.00003474584,0.00122976],"category_scores_gemma":[0.000157984,0.00005558782,0.00007183637,0.001697181,0.0001883002,0.02379807,0.001061983,0.0001824971,0.001652925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003181054,"about_ca_system_score_gemma":0.0002298609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003129861,"about_ca_topic_score_gemma":0.000001367968,"domain_scores_codex":[0.9980502,0.0001553651,0.0005939872,0.0001507147,0.0007969521,0.0002528408],"domain_scores_gemma":[0.9987542,0.0005143201,0.0001753198,0.0004256531,0.00007490381,0.00005558892],"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":[0.00002869366,0.00002256055,0.005455593,0.00006450825,0.00001985721,0.000001972045,0.0004730771,7.003853e-7,4.988819e-7,0.306963,0.5043105,0.182659],"study_design_scores_gemma":[0.0001676309,0.00002436982,0.008963917,0.0009206875,0.000001125091,0.00001252888,0.00002412573,0.00004295215,0.00007062043,0.006733509,0.9829388,0.00009969903],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.001943722,0.01270621,0.003676387,0.5791283,0.001328876,0.001733191,0.00001512899,0.0004583217,0.3990098],"genre_scores_gemma":[0.6120159,0.07049344,0.02663676,0.1807093,0.001616202,0.001289124,0.0005180928,0.0001158455,0.1066053],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.6100721,"threshold_uncertainty_score":0.9997104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05616855049372081,"score_gpt":0.291619490803374,"score_spread":0.2354509403096531,"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."}}