{"id":"W1524795176","doi":"10.1007/bf03404421","title":"Ask and ye shall plan. A health needs assessment of a university population.","year":2002,"lang":"en","type":"article","venue":"PubMed","topic":"School Health and Nursing Education","field":"Health Professions","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"SAFER; Needs assessment; Medical education; Resource (disambiguation); Plan (archaeology); Population; Psychology; Health education; Ask price; Medicine; Nursing; Environmental health; Public health; Sociology; Business; Computer science; Geography; Computer security","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":[],"consensus_categories":[],"category_scores_codex":[0.0007979643,0.00006431714,0.0001663753,0.0001895256,0.00036029,0.000002941092,0.00006206373,0.0000816722,0.00009504108],"category_scores_gemma":[0.0000817677,0.00006504057,0.00001771892,0.000265785,0.00001978083,0.00009218618,0.00002074125,0.0002362753,0.000007519043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003696435,"about_ca_system_score_gemma":0.0001172413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001591661,"about_ca_topic_score_gemma":0.0001380021,"domain_scores_codex":[0.9987197,0.0003870495,0.0002553083,0.0001261825,0.0001389522,0.0003728406],"domain_scores_gemma":[0.9990854,0.0002049141,0.0002158965,0.0001502526,0.00005255186,0.000290935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004108449,0.0001158012,0.8922068,0.0003489449,0.000008796665,3.810102e-7,0.002852921,0.000001551513,4.284178e-7,0.001952661,0.03945679,0.06301388],"study_design_scores_gemma":[0.0005082448,0.00002829798,0.9837469,0.00004218472,0.000006941937,7.55689e-7,0.001761226,0.0001787653,1.257859e-7,0.0001113649,0.01356548,0.00004969464],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9653084,0.0004494263,0.00008052302,0.02017298,0.0009634467,0.001442283,0.00002867268,0.00007091872,0.01148335],"genre_scores_gemma":[0.9952751,0.0001651642,0.0004848553,0.000990837,0.0001202292,0.00007083777,0.00002151365,0.000007500782,0.002863994],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09154016,"threshold_uncertainty_score":0.2771096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1156060960888146,"score_gpt":0.3880590546256893,"score_spread":0.2724529585368747,"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."}}