{"id":"W4396807834","doi":"10.1093/oso/9780198794578.002.0007","title":"Preface","year":2019,"lang":"en","type":"book-chapter","venue":"","topic":"Psychopathy, Forensic Psychiatry, Sexual Offending","field":"Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00107111,0.00084123,0.0006472702,0.002770066,0.002905732,0.004359635,0.001434955,0.001414335,0.6937459],"category_scores_gemma":[0.008409215,0.000472962,0.0005449992,0.002923953,0.0006972914,0.003509962,0.002472805,0.002997338,0.5175096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002289446,"about_ca_system_score_gemma":0.002734857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007724774,"about_ca_topic_score_gemma":0.00822007,"domain_scores_codex":[0.9991497,0.0001173402,0.00006330046,0.000142213,0.0004322797,0.00009522229],"domain_scores_gemma":[0.9965568,0.0006695999,0.0001245749,0.0003272395,0.001969816,0.0003519946],"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":[0.00001374583,0.000009098624,0.00004054632,0.00007799729,6.459719e-7,0.00002726285,0.00006371699,0.0000174897,0.00004164381,0.002458344,0.9796453,0.01760427],"study_design_scores_gemma":[0.000002398929,0.000005768392,0.0001826735,0.00008298357,4.901725e-7,0.00002529917,0.0000925002,0.000007672519,0.00002628293,0.0008171729,0.9987543,0.000002556795],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005985246,0.002688381,0.001523947,0.01298195,0.03118991,0.0004686507,0.01985054,0.0009734323,0.9297246],"genre_scores_gemma":[0.002443806,0.001602077,0.0007132332,0.003654388,0.004322552,0.0002704591,0.01213438,0.0006041615,0.974255],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3062541,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03636349467984114,"score_gpt":0.3009354218417324,"score_spread":0.2645719271618913,"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."}}