{"id":"W2133016288","doi":"10.1093/heapro/dan003","title":"Great expectations and hard times: developing community indicators in a Healthy Communities Initiative in Canada","year":2008,"lang":"en","type":"article","venue":"Health Promotion International","topic":"Community Health and Development","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fraser Health; University of Calgary; Red Deer Polytechnic; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Staffing; Experiential learning; Public relations; Relevance (law); Process (computing); Work (physics); Psychology; Community development; Medical education; Political science; Nursing; Medicine; Pedagogy; Computer science; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001462059,0.0002001731,0.0003950412,0.001114984,0.00223797,0.000007905672,0.0003266088,0.0001113115,0.0003703946],"category_scores_gemma":[0.0002907207,0.0002190417,0.0000187552,0.0007332877,0.0001032856,0.0002619285,0.000270751,0.002140097,0.00002611361],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.006507949,"about_ca_system_score_gemma":0.01723014,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8779683,"about_ca_topic_score_gemma":0.9836488,"domain_scores_codex":[0.9939931,0.003485293,0.001284308,0.0001720485,0.0004200251,0.0006452158],"domain_scores_gemma":[0.9974051,0.001393081,0.0004491922,0.0002727023,0.0002034582,0.0002765313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001132253,0.0001765633,0.8563899,0.0003618241,0.00001286519,0.000009763782,0.1356141,0.000007286086,1.537127e-7,0.002643226,0.002453608,0.002217553],"study_design_scores_gemma":[0.001921375,0.0001476407,0.8888224,0.0008045993,8.103979e-7,0.00001851543,0.1028967,0.0003060581,9.091211e-7,0.0006748305,0.004222554,0.0001836636],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9641653,0.0001813598,0.0002061659,0.029722,0.0006333542,0.001307471,0.00007420731,0.00005127115,0.003658928],"genre_scores_gemma":[0.985568,0.0007253101,0.001618466,0.01086261,0.00004755439,0.00064855,0.0003831954,0.00002036175,0.0001258897],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1056805,"threshold_uncertainty_score":0.999061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2096372646251444,"score_gpt":0.4311792730853726,"score_spread":0.2215420084602282,"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."}}