{"id":"W4380235812","doi":"10.1515/9780773576940-002","title":"Preface","year":2006,"lang":"en","type":"book-chapter","venue":"McGill-Queen's University Press eBooks","topic":"Australian History and Society","field":"Social Sciences","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":[0.000597205,0.0006957743,0.0005813589,0.001799693,0.00198911,0.004710261,0.001256202,0.001275038,0.4706331],"category_scores_gemma":[0.003619917,0.0003088526,0.0004274664,0.001779534,0.0008620363,0.004018304,0.001842564,0.00326784,0.2642605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001962997,"about_ca_system_score_gemma":0.001500164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002475558,"about_ca_topic_score_gemma":0.00328193,"domain_scores_codex":[0.9994529,0.00007215661,0.00003021382,0.0001096224,0.0002882414,0.00004685886],"domain_scores_gemma":[0.9982454,0.0003204673,0.00006956451,0.0002042706,0.0008680976,0.000292206],"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":[0.00001051957,0.000014217,0.00004722199,0.00008219028,9.377075e-7,0.00003010164,0.0001322797,0.00003920711,0.00009830643,0.0132858,0.9505172,0.03574201],"study_design_scores_gemma":[9.745838e-7,0.000003737922,0.00008170903,0.00006656861,3.780214e-7,0.00002970601,0.00005222495,0.000009368571,0.00001816143,0.001349922,0.9983857,0.000001462599],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005020131,0.006897167,0.002487761,0.01172588,0.04096866,0.000193528,0.002300469,0.0007052115,0.9342192],"genre_scores_gemma":[0.002380471,0.003127164,0.0009777847,0.002740497,0.005940034,0.00008340814,0.001854594,0.0004358414,0.9824603],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.529367,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02544646007180696,"score_gpt":0.2299244281668797,"score_spread":0.2044779680950728,"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."}}