{"id":"W7029389788","doi":"","title":"Jacobs Selected to Design Transformative Water Infrastructure Program for Metro Vancouver","year":2024,"lang":"en","type":"other","venue":"","topic":"Medical Practices and Rehabilitation","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Transformative learning; Water infrastructure; Urban infrastructure; Critical infrastructure; Metropolitan area; Work (physics)","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006401825,0.0002814337,0.0004142493,0.0002737251,0.0001371096,0.00001529098,0.0001413551,0.0008058739,0.02456213],"category_scores_gemma":[0.0003764455,0.000142706,0.00009864874,0.0002804478,0.00003262134,0.00007315294,0.00003157629,0.0008974829,0.00207421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000136696,"about_ca_system_score_gemma":0.0002309014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001496894,"about_ca_topic_score_gemma":0.001832852,"domain_scores_codex":[0.9979053,0.000404307,0.0004752209,0.0003692025,0.0002829697,0.0005630354],"domain_scores_gemma":[0.9986568,0.0006275182,0.0001063178,0.000194383,0.0001877773,0.0002271769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009509436,0.00003304026,0.0000042002,0.002373558,0.0001473384,6.719261e-7,0.004183209,0.00000338734,0.00003218133,0.0001051432,0.9752387,0.01778345],"study_design_scores_gemma":[0.00049023,0.0005274779,0.00001052749,0.0004972046,0.0001391382,7.768283e-8,0.002497492,0.0002709478,0.00003215912,0.001534207,0.993778,0.0002224954],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000177488,0.0001959714,0.2927758,0.004519346,0.005617723,0.01878884,0.0001257097,0.001257431,0.6767014],"genre_scores_gemma":[0.0002345814,0.00001700593,0.1337129,0.001484151,0.0007960083,0.003312308,0.0001130596,0.0004273316,0.8599026],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1832012,"threshold_uncertainty_score":0.9987028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03761793290078452,"score_gpt":0.4455125975302211,"score_spread":0.4078946646294366,"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."}}