{"id":"W6889038816","doi":"10.25316/ir-3027","title":"Plan Canada - Volume 57, Number 1 (Spring 2017)","year":2017,"lang":"en","type":"other","venue":"VIUSpace (Vancouver Island University Library)","topic":"Smart Cities and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00001105572,0.0003941225,0.0004004588,0.0001836497,0.0001662287,0.00007151988,0.0008200298,0.0004346784,0.002494149],"category_scores_gemma":[0.00000524142,0.0004311395,0.0000922603,0.0001048711,0.00009076153,0.0003659032,0.0002914696,0.000399206,0.0001048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001383835,"about_ca_system_score_gemma":0.0001981598,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.302902,"about_ca_topic_score_gemma":0.9956955,"domain_scores_codex":[0.9989529,0.00001195963,0.00007954311,0.0003161473,0.0001967362,0.0004426677],"domain_scores_gemma":[0.9990099,0.0000199353,0.00009998139,0.000747735,0.000007620563,0.0001148481],"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":[0.000005628925,0.000004314032,0.002150362,0.00009488757,0.0001455553,0.0003543887,0.00002331434,0.00005636806,6.173898e-7,0.0001247251,0.9967809,0.0002589279],"study_design_scores_gemma":[0.0003372459,0.000007776913,0.0002533309,0.0001899014,0.00003921391,0.000002317118,0.0002439147,0.0001588874,0.00002943849,0.00001650996,0.9981712,0.0005502864],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002928806,0.0003490485,0.0001464515,0.0001436463,0.002471502,0.0001527831,0.00050575,0.001789472,0.9941485],"genre_scores_gemma":[0.004266737,0.001256216,0.0004249977,0.00002754022,0.0002899492,7.994137e-7,0.0000246867,0.0003082388,0.9934008],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6927935,"threshold_uncertainty_score":0.999814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005583225570987086,"score_gpt":0.1552983422890324,"score_spread":0.1497151167180454,"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."}}