{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005449956,0.000239045,0.000261187,0.0001713025,0.000447517,0.0003469465,0.0005236453,0.0001593748,0.0009976506],"category_scores_gemma":[0.000002110336,0.0002439913,0.000158851,0.000005501087,0.0002563113,0.0006271687,0.0003311499,0.0002612582,0.0002731295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009955118,"about_ca_system_score_gemma":0.000200226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002941116,"about_ca_topic_score_gemma":0.0003950816,"domain_scores_codex":[0.9990864,0.00001442354,0.0001979365,0.0001878159,0.000266468,0.0002469581],"domain_scores_gemma":[0.9991837,0.00005390069,0.0002181485,0.0003209417,0.000134665,0.00008860333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002015401,0.000001450359,6.820321e-8,0.000104858,0.00006390135,0.00001157843,0.007152532,5.776542e-7,2.499845e-8,0.6532021,0.3388953,0.000547447],"study_design_scores_gemma":[0.0002319167,0.00003574576,4.729211e-7,0.00007951098,0.00005941827,3.967011e-7,0.003152583,0.00002072435,0.000001967185,0.002455179,0.9936636,0.0002984535],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00000620252,0.00002782625,0.000006672691,0.00003333638,0.0007722624,0.0002217953,0.001064779,0.00049269,0.9973744],"genre_scores_gemma":[0.00001782086,0.00004486722,0.00001133988,0.0002101194,0.0004659622,7.004767e-7,0.0003306626,0.00003836771,0.9988801],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6547683,"threshold_uncertainty_score":0.9999156,"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."}}