{"id":"W4242709621","doi":"10.1300/j295v02n02_13","title":"PROFESSIONAL READING","year":2006,"lang":"en","type":"article","venue":"Public & Access Services Quarterly","topic":"Web and Library Services","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Library science; Watson; Art history; Management; Sociology; Media studies; Art; Computer science; Artificial intelligence","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":["scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.0002632723,0.0002594496,0.0002298923,0.0002856245,0.0003285786,0.003222218,0.004418331,0.0001146239,0.0002216323],"category_scores_gemma":[0.000001125162,0.0002206509,0.00008649307,0.001027684,0.00002681326,0.01452527,0.0003754189,0.0001898744,0.0002400815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002391209,"about_ca_system_score_gemma":0.0001112734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001182825,"about_ca_topic_score_gemma":0.0004720165,"domain_scores_codex":[0.9976435,0.0001162879,0.0004207822,0.0006465013,0.0005341347,0.0006388376],"domain_scores_gemma":[0.9985492,0.00008549726,0.0002384494,0.0008154001,0.0001311635,0.0001802406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00002024076,0.0007288894,0.1097099,0.0006292469,0.00006819104,0.00007214224,0.003964733,0.00002458245,0.001021831,0.7639925,0.008863956,0.1109037],"study_design_scores_gemma":[0.001470841,0.0003596462,0.5545039,0.0002074022,0.00001968503,0.00006517163,0.0009038679,0.05459825,0.001058335,0.1420515,0.2432044,0.001557039],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8263541,0.0006378753,0.02344531,0.03738467,0.003356651,0.0006158052,0.00001866954,0.002328248,0.1058587],"genre_scores_gemma":[0.9928005,0.00000200348,0.002648257,0.002677952,0.0005554822,0.00005511967,0.00006091311,0.00002047942,0.001179312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.621941,"threshold_uncertainty_score":0.999258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009479676216288762,"score_gpt":0.2417402215526405,"score_spread":0.2322605453363518,"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."}}