{"id":"W4387066395","doi":"10.1007/978-981-99-5526-8_1","title":"Survey Method","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Emotional Labor in Professions","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Winnipeg","funders":"","keywords":"Survey sampling; Sample (material); Survey methodology; Survey data collection; Survey research; Distribution (mathematics); Questionnaire; Geography; Computer science; Statistics; Psychology; Mathematics; Sociology; Demography; Applied psychology; Chemistry; Chromatography","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00300883,0.0001245199,0.0001881448,0.00009636579,0.0004097648,0.00002909359,0.0003244106,0.0004418006,0.0107602],"category_scores_gemma":[0.0007106924,0.000113384,0.00008826442,0.00007148975,0.0001432533,0.00004601285,0.0001094915,0.0003237374,0.005592597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008371215,"about_ca_system_score_gemma":0.0004631755,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003920046,"about_ca_topic_score_gemma":0.05236325,"domain_scores_codex":[0.9984989,0.000278066,0.000182206,0.0002528526,0.0005839373,0.0002040019],"domain_scores_gemma":[0.9974207,0.001929717,0.00008510838,0.0002029843,0.0002477933,0.0001137572],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[6.873184e-7,0.000001912462,0.00004190567,0.000002195892,0.00001867527,0.000003163149,0.0002244846,2.7245e-7,1.766519e-7,0.9239661,0.0736486,0.002091884],"study_design_scores_gemma":[0.00001852763,0.000003038219,0.0008985508,0.00003346172,0.000008387926,5.629999e-8,0.00006912972,9.566343e-7,3.487892e-7,0.3867644,0.6120762,0.0001269562],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[4.265377e-7,0.00003752805,0.0003469982,0.001580677,0.00179892,0.0001633916,0.000151916,0.0003060425,0.9956141],"genre_scores_gemma":[0.00005725761,0.0002135262,0.002492088,0.0002797828,0.0003908182,0.000004472112,0.00009905306,0.00004410806,0.9964189],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5384276,"threshold_uncertainty_score":0.9951817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1950989024957501,"score_gpt":0.4494423878843145,"score_spread":0.2543434853885644,"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."}}