{"id":"W3148390245","doi":"10.1332/policypress/9781447352563.003.0016","title":"Rural practitioner vignette","year":2021,"lang":"en","type":"book-chapter","venue":"Policy Press eBooks","topic":"Migration, Aging, and Tourism Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nova scotia; Cape; Geography; Vignette; Work (physics); Population; Socioeconomics; Square (algebra); Cartography; Demography; Archaeology; Sociology; Psychology; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0004923327,0.0003154874,0.0002501343,0.0004767576,0.004794678,0.001603701,0.0008347394,0.002630453,0.2334951],"category_scores_gemma":[0.002037923,0.0002229469,0.0002448003,0.00108405,0.0005752825,0.001233718,0.001825137,0.002409275,0.04877725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00270256,"about_ca_system_score_gemma":0.002460025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01781583,"about_ca_topic_score_gemma":0.0801454,"domain_scores_codex":[0.9996939,0.0001125255,0.000008730138,0.00003980066,0.0000511993,0.00009393116],"domain_scores_gemma":[0.9995353,0.00011751,0.00001669712,0.00001289634,0.0001164463,0.0002012229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001065313,0.00004148593,0.0001667397,0.00006855527,4.454476e-7,0.002163325,0.001843686,0.00006510378,0.0001090225,0.006015026,0.9728916,0.0166243],"study_design_scores_gemma":[0.000002838431,0.00001238941,0.0002468349,0.00004288305,3.512411e-7,0.0009947219,0.002472104,0.00002237375,0.00001342857,0.000504679,0.995684,0.000003390538],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01088978,0.005758451,0.00168587,0.09184742,0.00863113,0.0003092964,0.0006882469,0.0002849364,0.8799049],"genre_scores_gemma":[0.02206007,0.003346039,0.001107949,0.03434282,0.0007473973,0.0001629045,0.000304151,0.0001269509,0.9378018],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2334951,"threshold_uncertainty_score":0.7811191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04220757607733268,"score_gpt":0.3198094697316693,"score_spread":0.2776018936543367,"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."}}