{"id":"W2295947437","doi":"10.14288/1.0092980","title":"Ambleside : better living by the water","year":2010,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Urban Design and Spatial Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental science","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":[0.0002936838,0.0001885814,0.0001669792,0.0004583968,0.003067684,0.003229287,0.0004428105,0.0004021233,0.02165963],"category_scores_gemma":[0.000964498,0.000118797,0.0001078108,0.0009768263,0.0009210141,0.00078306,0.001313015,0.0005117705,0.001308473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003446323,"about_ca_system_score_gemma":0.00547426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3973133,"about_ca_topic_score_gemma":0.8167309,"domain_scores_codex":[0.9996599,0.0001072489,0.000004417192,0.00004360806,0.00009488283,0.00008997242],"domain_scores_gemma":[0.9997461,0.00003646087,0.00001368574,0.00001906663,0.00008684526,0.00009777293],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001754503,0.0002814496,0.04327179,0.0002946119,0.00003303018,0.0004598481,0.01654919,0.002154209,0.003358135,0.08908535,0.1759853,0.6683516],"study_design_scores_gemma":[0.00004301284,0.0002117372,0.07881395,0.0002085975,0.000049536,0.0002613369,0.06068485,0.003274042,0.00155055,0.02170181,0.8331501,0.00005031992],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4363077,0.0015951,0.02629705,0.0122875,0.0002227678,0.0004168308,0.001751837,0.0005541214,0.5205671],"genre_scores_gemma":[0.7749501,0.001132193,0.02751482,0.0007339437,0.00001796058,0.0001984947,0.0005837091,0.0001655805,0.1947033],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3973133,"threshold_uncertainty_score":0.7900014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003354039956826033,"score_gpt":0.1291886628228718,"score_spread":0.1258346228660458,"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."}}