{"id":"W4385310876","doi":"10.59962/9780774865630-002","title":"Foreword","year":2021,"lang":"en","type":"book-chapter","venue":"University of British Columbia Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004925515,0.001088673,0.0008886288,0.003136113,0.004056389,0.006427786,0.001477473,0.002251363,0.5937588],"category_scores_gemma":[0.002417076,0.0004662799,0.0005380585,0.002673291,0.000780363,0.002142026,0.001918076,0.002754243,0.5411215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004771559,"about_ca_system_score_gemma":0.006351083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1034899,"about_ca_topic_score_gemma":0.2064954,"domain_scores_codex":[0.9993624,0.00004391203,0.0000172668,0.00007330809,0.0004009078,0.0001021752],"domain_scores_gemma":[0.9988101,0.00009309007,0.00002939606,0.0001023911,0.0007553399,0.0002096985],"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":[0.000005379124,0.000005558287,0.00001314205,0.00003262758,4.570472e-7,0.00001022124,0.00002465846,0.00001307589,0.00003589218,0.00339058,0.9729851,0.02348322],"study_design_scores_gemma":[0.000001255203,0.000001666527,0.00005020629,0.00004762343,7.931779e-7,0.00001035703,0.00003423246,0.000008405466,0.00002760049,0.0006052314,0.9992107,0.000002034759],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000115695,0.00251654,0.0003017391,0.003695902,0.007222288,0.00009353495,0.001012906,0.0003302978,0.9847111],"genre_scores_gemma":[0.0002556344,0.0004599903,0.00006351651,0.0005210807,0.0002678254,0.00001444978,0.0002151699,0.00008155984,0.9981208],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5937588,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01903268108163969,"score_gpt":0.1786353068730952,"score_spread":0.1596026257914555,"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."}}