{"id":"W4297578634","doi":"10.1017/9781108341172.001","title":"Foreword","year":2018,"lang":"en","type":"other","venue":"","topic":"Australian History and Society","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of the Fraser Valley","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002054979,0.0009302806,0.0009097453,0.002893201,0.002058079,0.00567193,0.001654799,0.002677629,0.5581415],"category_scores_gemma":[0.02261037,0.0003750935,0.0007482051,0.002300753,0.0008577082,0.003999611,0.002283469,0.004739726,0.5410874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002450902,"about_ca_system_score_gemma":0.004029298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005861597,"about_ca_topic_score_gemma":0.005513636,"domain_scores_codex":[0.998071,0.0001877124,0.0001356818,0.0002497397,0.00119816,0.000157764],"domain_scores_gemma":[0.9885185,0.001715504,0.000448614,0.0006090352,0.007386667,0.001321607],"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":[0.000004816701,0.000003086177,0.00001320802,0.00009393917,6.231779e-7,0.00001015058,0.00001934808,0.000008106883,0.00002834234,0.001025393,0.9884613,0.01033168],"study_design_scores_gemma":[0.00000144882,0.000004008433,0.00008238033,0.0001928645,0.000001013671,0.00002412051,0.0000281039,0.000005851623,0.00003000476,0.0006734207,0.9989539,0.000002794683],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004290637,0.01575447,0.003038052,0.1286362,0.3035906,0.0005227425,0.01271763,0.001993063,0.5333182],"genre_scores_gemma":[0.00265989,0.01169585,0.0009900194,0.02858574,0.0440449,0.0003029966,0.007266785,0.001365427,0.9030885],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4418585,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03947496280836288,"score_gpt":0.3273227629918665,"score_spread":0.2878478001835036,"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."}}