{"id":"W4240999418","doi":"10.4006/0836-1398-24-3-466","title":"BOOK REVIEWS","year":2011,"lang":"en","type":"article","venue":"Physics Essays","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005439174,0.000838883,0.0007055168,0.002914946,0.001661267,0.004297312,0.001078813,0.00174684,0.385809],"category_scores_gemma":[0.002309692,0.0003981226,0.0004774539,0.002742615,0.0008153442,0.002608817,0.001606424,0.002589231,0.3109538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002099151,"about_ca_system_score_gemma":0.00247121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003174061,"about_ca_topic_score_gemma":0.008991404,"domain_scores_codex":[0.9994158,0.00005234982,0.00001281035,0.00006755158,0.0003988167,0.00005274894],"domain_scores_gemma":[0.9991384,0.0001656662,0.00004714947,0.00009209918,0.0003760201,0.0001806354],"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":[0.000005211605,0.00001014395,0.00001930976,0.00006714505,0.000001416335,0.00001120122,0.00001613908,0.00003224747,0.00006743067,0.004674095,0.9441451,0.05095044],"study_design_scores_gemma":[0.000001442483,0.00000249878,0.00004712865,0.00004396913,0.000001123602,0.00001507019,0.00001238171,0.00001140599,0.00002336379,0.001246706,0.9985933,0.000001544552],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000361572,0.04878879,0.0009618721,0.01657067,0.02180491,0.00005539225,0.0005489385,0.0004222459,0.9104856],"genre_scores_gemma":[0.0009196593,0.01086704,0.0002230521,0.00259697,0.003143677,0.00002089437,0.0002653752,0.0001224877,0.9818409],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6141911,"threshold_uncertainty_score":0.8760689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09691491415158399,"score_gpt":0.2827300141057108,"score_spread":0.1858150999541268,"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."}}