{"id":"W4411404630","doi":"10.1017/9781009403092.003","title":"Data Collection","year":2025,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Survey Methodology and Nonresponse","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","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":[],"consensus_categories":[],"category_scores_codex":[0.05976623,0.001331997,0.002171573,0.004652834,0.003367504,0.004771618,0.003562079,0.00178558,0.07181798],"category_scores_gemma":[0.1252256,0.001459652,0.001000092,0.004877979,0.001966144,0.003977201,0.00386331,0.005196926,0.07011684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002603715,"about_ca_system_score_gemma":0.01368664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004599947,"about_ca_topic_score_gemma":0.004937418,"domain_scores_codex":[0.9577655,0.02213656,0.004268466,0.003827506,0.01071387,0.001288134],"domain_scores_gemma":[0.9232336,0.01927627,0.003051768,0.01780858,0.03249647,0.004133153],"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":[0.0003857042,0.0004584562,0.003932159,0.002341662,0.00005161069,0.0001362279,0.004577989,0.0004523648,0.001879344,0.01109018,0.7023106,0.2723838],"study_design_scores_gemma":[0.0001371836,0.0004611668,0.006904074,0.002327753,0.00003003241,0.0001607738,0.00416414,0.0004792754,0.001623189,0.007612812,0.976018,0.00008156621],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"methods","genre_scores_codex":[0.01573228,0.005136786,0.2835727,0.02764521,0.007709951,0.3050296,0.1586216,0.00708345,0.1894685],"genre_scores_gemma":[0.02608125,0.00624168,0.4086908,0.01395114,0.001327851,0.3651804,0.07382055,0.00297299,0.1017335],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.07181798,"threshold_uncertainty_score":0.3160778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2515550628316438,"score_gpt":0.3625624405617909,"score_spread":0.1110073777301471,"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."}}