{"id":"W4285655670","doi":"10.13169/prometheus.36.3.0294","title":"Book review","year":2020,"lang":"en","type":"article","venue":"Prometheus","topic":"Intellectual Property and Patents","field":"Business, Management and Accounting","cited_by":0,"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":["insufficient_payload"],"category_scores_codex":[0.0001457106,0.00008873085,0.0001419414,0.00003126852,0.00006388488,0.0000569789,0.0001913157,0.0000235495,0.01357894],"category_scores_gemma":[0.0004247883,0.00006470524,0.00005677378,0.0003269656,0.00001623729,0.0003965888,0.00009939093,0.0001009365,0.0107161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003862931,"about_ca_system_score_gemma":0.000005794486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001642395,"about_ca_topic_score_gemma":2.106349e-7,"domain_scores_codex":[0.9994185,0.000007538227,0.0001370411,0.0001620519,0.0001303247,0.0001445291],"domain_scores_gemma":[0.9997556,0.00001287199,0.00005713464,0.0000986015,0.00006474885,0.00001100621],"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":[0.00001437097,0.00001556621,0.00004876904,0.001420506,0.00001149376,0.000005237538,0.0000278356,6.2471e-7,0.0001250868,0.0002745687,0.9865746,0.01148133],"study_design_scores_gemma":[0.00009137724,0.00001049025,0.0000194863,0.0002126023,0.00002552606,6.567744e-7,0.000003302556,0.0006069459,0.0001182073,0.0001638918,0.9986431,0.0001044307],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.000628565,0.4138715,0.0007495922,0.1206454,0.000496667,0.001229139,0.000002152743,0.0005496832,0.4618274],"genre_scores_gemma":[0.02323691,0.004927185,0.0001101342,0.9642941,0.001215396,0.00003708675,0.00001509159,0.00003175438,0.006132314],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.8436488,"threshold_uncertainty_score":0.9900542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1662000162594373,"score_gpt":0.24383105586974,"score_spread":0.07763103961030274,"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."}}