{"id":"W4387134704","doi":"10.1515/9781503636934","title":"GoFailMe","year":2023,"lang":"en","type":"book","venue":"Stanford University Press eBooks","topic":"Libraries and Information Services","field":"Arts and Humanities","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001925083,0.0007507506,0.0003135755,0.002252876,0.003393536,0.005975876,0.0008348954,0.001979074,0.5226004],"category_scores_gemma":[0.0009292224,0.000425255,0.0003804892,0.002204153,0.001171099,0.004635954,0.002834524,0.001755848,0.2833678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003072676,"about_ca_system_score_gemma":0.002685564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0472879,"about_ca_topic_score_gemma":0.1782457,"domain_scores_codex":[0.9996877,0.00001974853,0.000007427923,0.00005343068,0.0001729953,0.00005874427],"domain_scores_gemma":[0.9996413,0.00005917105,0.00001091916,0.00006436429,0.0001222117,0.0001018744],"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":[0.00001219949,0.00001186321,0.0001299906,0.0000803708,0.000001043613,0.00008937701,0.0002682179,0.00003886886,0.0001642713,0.0310705,0.8899989,0.07813447],"study_design_scores_gemma":[7.912607e-7,0.000001319725,0.00008934339,0.00002427645,3.342583e-7,0.00004967438,0.00004803512,0.00001285726,0.00002972139,0.0004889765,0.9992531,0.00000162226],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002747719,0.001517355,0.0002428688,0.0007678452,0.000382953,0.00001090774,0.0003684081,0.0003568902,0.996078],"genre_scores_gemma":[0.001245247,0.0007576163,0.0001504519,0.0003180158,0.0000453324,0.000008656628,0.0002733758,0.0001882405,0.9970131],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5226004,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04772254402413163,"score_gpt":0.1799289174439515,"score_spread":0.1322063734198198,"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."}}