{"id":"W1507832474","doi":"10.5703/1288284315098","title":"Not Your Mother’s PDA: The Transition from PDA Pilot to Full Acquisitions Integration","year":2013,"lang":"en","type":"article","venue":"","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Upload; Workflow; Computer science; Library science; Work (physics); World Wide Web; Collection development; Data collection; Database; Engineering; Sociology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01765873,0.0003661762,0.0003592017,0.00117066,0.004303427,0.007901462,0.003499607,0.001282889,0.02770767],"category_scores_gemma":[0.02594011,0.001221041,0.0003739159,0.001067965,0.001886289,0.009748866,0.01082224,0.00386131,0.010279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002451961,"about_ca_system_score_gemma":0.009331252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009841586,"about_ca_topic_score_gemma":0.01305292,"domain_scores_codex":[0.991038,0.00346034,0.0005275908,0.001204577,0.002318796,0.001450751],"domain_scores_gemma":[0.9802133,0.004176726,0.0005427919,0.003735266,0.004705129,0.006626751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007087064,0.005710668,0.02060649,0.0002291116,0.00001935736,0.002163644,0.04875844,0.0002418952,0.008441502,0.01048284,0.1318334,0.7708039],"study_design_scores_gemma":[0.0003524882,0.003118075,0.05577929,0.0003348229,0.00004071834,0.002684197,0.07700123,0.003183705,0.01035237,0.004209959,0.8427235,0.0002197016],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6757184,0.0005125176,0.07575621,0.02880177,0.001828832,0.005514211,0.001097712,0.0168121,0.1939582],"genre_scores_gemma":[0.6940885,0.0005189402,0.165194,0.008156383,0.0004445607,0.003376483,0.001691501,0.003221007,0.1233086],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02770767,"threshold_uncertainty_score":0.09338939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02839178244961357,"score_gpt":0.2171914036980262,"score_spread":0.1887996212484127,"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."}}