{"id":"W4410237009","doi":"10.11647/obp.0440.03","title":"3. Charting a middle course","year":2025,"lang":"en","type":"book-chapter","venue":"Open Book Publishers","topic":"Community Health and Development","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Course (navigation); History; Engineering; Aerospace engineering","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":[0.002665471,0.0005613203,0.0003084463,0.001086036,0.009196665,0.0106601,0.001384019,0.003925877,0.0343627],"category_scores_gemma":[0.003735104,0.0002860351,0.0004522269,0.0008081875,0.01237685,0.01343342,0.005223521,0.007296089,0.008960593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006928651,"about_ca_system_score_gemma":0.007815109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01598775,"about_ca_topic_score_gemma":0.01999507,"domain_scores_codex":[0.9987543,0.0003801057,0.00003416322,0.0002620988,0.000337524,0.0002318113],"domain_scores_gemma":[0.9991398,0.0002310907,0.00003967236,0.0001036182,0.0002140573,0.0002717762],"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":[0.000007740642,0.00002068459,0.00007837501,0.0000237245,5.848983e-7,0.00006062274,0.003912121,0.00005232141,0.00006730817,0.9462826,0.03282817,0.01666584],"study_design_scores_gemma":[0.000004658343,0.00001473011,0.0001099979,0.0001524072,0.000001041203,0.00005564309,0.00320365,0.0001627534,0.00009907559,0.1234854,0.872704,0.000006602568],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003237626,0.003877239,0.008998382,0.04023166,0.003062912,0.00008684988,0.00004883504,0.0001286477,0.9403278],"genre_scores_gemma":[0.09904051,0.003400424,0.01174244,0.01405712,0.001294014,0.0001991483,0.00008719277,0.0003624513,0.8698166],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0343627,"threshold_uncertainty_score":0.1149547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1535723031176992,"score_gpt":0.4345070577781753,"score_spread":0.2809347546604761,"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."}}