{"id":"W4379798382","doi":"10.53841/bpslg.2007.8.2.171","title":"Book Reviews","year":2007,"lang":"en","type":"article","venue":"Lesbian & gay psychology review","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"ASTER","funders":"","keywords":"Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.006613432,0.0005215302,0.00149195,0.0002018174,0.0001221623,0.00001750932,0.0008844732,0.0002589591,0.01847378],"category_scores_gemma":[0.0004449801,0.0004457594,0.0005404813,0.001111956,0.0003048613,0.0002095136,0.00007604265,0.0006882364,0.2302844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000975475,"about_ca_system_score_gemma":0.00003135792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003310365,"about_ca_topic_score_gemma":0.00002594014,"domain_scores_codex":[0.9951913,0.0007339783,0.001670966,0.0009978773,0.0002969608,0.001108963],"domain_scores_gemma":[0.996592,0.0001060174,0.0006573634,0.002138815,0.0001070484,0.0003986934],"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":[0.0000171527,0.0001080212,0.0003983984,0.001157959,0.00002738755,0.0000774951,0.00002656304,1.082493e-8,0.0004729465,0.0003109646,0.8594539,0.1379493],"study_design_scores_gemma":[0.0004599911,0.00008155939,0.003315898,0.005158158,0.0001713336,0.0005195494,0.000001896089,1.450011e-7,0.00002251937,0.0001278924,0.9896946,0.000446484],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004905937,0.814321,0.0005144842,0.00492236,0.0005785693,0.001663327,0.00001071615,0.0002790115,0.1776615],"genre_scores_gemma":[0.00007839152,0.6964613,0.001704256,0.2827615,0.0003803184,0.0001185505,0.00004282111,0.0001557269,0.0182972],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2778391,"threshold_uncertainty_score":0.9997994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1302757879338534,"score_gpt":0.4657894091725011,"score_spread":0.3355136212386478,"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."}}