{"id":"W4211197251","doi":"10.1017/9781108768054.001","title":"Preface","year":2021,"lang":"en","type":"other","venue":"","topic":"Social Policy and Reform Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Computer science; Content (measure theory); World Wide Web; Database; Information retrieval; Mathematics","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":[0.001910373,0.0008251196,0.0006117477,0.003501995,0.001854772,0.00374428,0.001224923,0.001096055,0.5676326],"category_scores_gemma":[0.01429961,0.0003133618,0.0005071696,0.002791366,0.0005346666,0.002320118,0.00159856,0.0028707,0.4171917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002442023,"about_ca_system_score_gemma":0.002656204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00661833,"about_ca_topic_score_gemma":0.006287774,"domain_scores_codex":[0.9990711,0.0001206654,0.00007149536,0.0001323848,0.0005295715,0.00007476917],"domain_scores_gemma":[0.9919224,0.001314675,0.0002856778,0.0005296764,0.005036923,0.0009107266],"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":[0.00001036813,0.000005696096,0.00003353821,0.00008114015,6.28658e-7,0.00001170037,0.00002437957,0.00002821683,0.00003578677,0.001780642,0.982941,0.01504699],"study_design_scores_gemma":[0.0000022396,0.00000575141,0.0001963191,0.0001209954,6.97211e-7,0.00001486444,0.00003225333,0.00001267192,0.00002747007,0.001010456,0.9985737,0.000002715618],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008214425,0.009472105,0.005496881,0.03687252,0.1582484,0.0009019191,0.04450271,0.002052501,0.7416316],"genre_scores_gemma":[0.003161771,0.006353376,0.001843837,0.004990721,0.0201275,0.000428176,0.01963212,0.0009485937,0.9425139],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4323674,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04706605372717965,"score_gpt":0.3942060470128808,"score_spread":0.3471399932857012,"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."}}