{"id":"W3002412868","doi":"10.18733/cpi29520","title":"Book Review Biographies","year":2020,"lang":"en","type":"article","venue":"Cultural and Pedagogical Inquiry","topic":"Information Systems Theories and Implementation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"History; Art history","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001531905,0.00005386509,0.0001009133,0.000008504703,0.0003377088,0.0000688949,0.000059833,0.00003150149,0.002299828],"category_scores_gemma":[0.00007270856,0.00003393216,0.00004304369,0.0001655902,0.0002472109,0.0004481089,0.00002209989,0.00004475419,0.00007344165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004573076,"about_ca_system_score_gemma":0.000009140092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004598852,"about_ca_topic_score_gemma":0.000003704439,"domain_scores_codex":[0.9994239,0.00007329506,0.0001666792,0.00007775276,0.0001440975,0.0001143172],"domain_scores_gemma":[0.9997194,0.0000206496,0.00005163755,0.00002628371,0.00006316067,0.0001188371],"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":[0.000005635469,0.000002627787,0.0001380078,0.0001455071,0.000005941692,5.230072e-7,0.06926873,4.289787e-8,0.00003055002,0.04209181,0.883944,0.004366571],"study_design_scores_gemma":[0.00006275134,0.00002882036,0.0001503361,0.00004607315,0.000006737941,7.109233e-7,0.03531656,9.423548e-7,0.000008240973,0.00006991904,0.9642454,0.00006349783],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.03924804,0.6220006,0.0003932928,0.2508083,0.0009511805,0.001377529,0.00003333504,0.0004123899,0.08477523],"genre_scores_gemma":[0.1653028,0.470272,0.0001099236,0.3534045,0.002827054,0.00005310093,0.0001059287,0.000007587917,0.007917085],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1517287,"threshold_uncertainty_score":0.9986122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6588577930233926,"score_gpt":0.5214738573903404,"score_spread":0.1373839356330523,"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."}}