{"id":"W4385599951","doi":"10.59962/9780774830904-002","title":"Preface","year":2016,"lang":"en","type":"book-chapter","venue":"University of British Columbia Press eBooks","topic":"Australian History and Society","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology","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":[],"category_scores_codex":[0.0001888485,0.00009308924,0.0003040004,0.00001516179,0.000573001,0.00006280294,0.0005029846,0.0005809067,0.002466947],"category_scores_gemma":[0.00001091457,0.0002244317,0.0002621592,0.000004021457,0.001495038,0.0001009082,0.0001158316,0.0002424771,0.00002204747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002353993,"about_ca_system_score_gemma":0.0002645276,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1940936,"about_ca_topic_score_gemma":0.2484449,"domain_scores_codex":[0.9988533,0.00005891283,0.0001331637,0.0003230275,0.0003888158,0.000242767],"domain_scores_gemma":[0.9991283,0.00005301816,0.0002437093,0.0002333357,0.0001770291,0.0001646477],"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":[0.00001606019,0.00002063677,0.0000790679,0.0000993275,0.0001949745,0.0002573146,0.007381194,1.905197e-7,0.000006329616,0.1115174,0.8566275,0.02380003],"study_design_scores_gemma":[0.0002591152,0.00002090115,0.00008760151,0.0003565742,0.0000736521,0.000002185015,0.0003266155,4.937289e-8,3.068413e-7,0.001645604,0.9969732,0.0002542088],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002462163,0.00007808586,0.00002192257,0.00001352128,0.000307929,0.000293487,0.0005220329,0.00009827816,0.9984185],"genre_scores_gemma":[0.003288157,0.0004281762,0.0001068207,0.00001874969,0.0001891403,1.816646e-7,0.000004502364,0.00001998449,0.9959443],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1403457,"threshold_uncertainty_score":0.9984449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02709015150444399,"score_gpt":0.2082528351493539,"score_spread":0.1811626836449099,"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."}}