{"id":"W3217218821","doi":"10.4203/ccp.106.110","title":"A Functionality-Based Methodology for Ranking Subway Systems for Rehabilitation","year":2014,"lang":"en","type":"article","venue":"Civil-comp proceedings","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Ranking (information retrieval); Computer science; Rehabilitation; Artificial intelligence; Medicine","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":[0.002058246,0.001716345,0.0009472796,0.01490067,0.001067298,0.003118277,0.001762107,0.001220369,0.005179157],"category_scores_gemma":[0.006902596,0.0003438055,0.001687155,0.004916267,0.0006165759,0.002329587,0.00158492,0.0007031893,0.001733048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001223707,"about_ca_system_score_gemma":0.002486307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009791923,"about_ca_topic_score_gemma":0.01944624,"domain_scores_codex":[0.9967501,0.0004395686,0.0003704859,0.0004438098,0.001681129,0.0003149705],"domain_scores_gemma":[0.9956388,0.001044592,0.0004814578,0.0004327968,0.002079956,0.000322538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003831174,0.0005692835,0.06295986,0.001075023,0.0004263509,0.0003778841,0.0004831972,0.06492124,0.03308065,0.02592415,0.01269374,0.7971056],"study_design_scores_gemma":[0.0001118819,0.001809384,0.07517151,0.0004618848,0.0006057134,0.001457536,0.001515444,0.7997176,0.03792937,0.04488343,0.03607125,0.0002650505],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.07306996,0.0005009355,0.905174,0.0002569679,0.00009291498,0.0009417738,0.005513716,0.005104669,0.009345098],"genre_scores_gemma":[0.4238725,0.0001945775,0.5656343,0.00006359281,0.00004058455,0.0003949326,0.006121254,0.0001545666,0.003523753],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01490067,"threshold_uncertainty_score":0.01946986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02436997505439411,"score_gpt":0.2553049987959306,"score_spread":0.2309350237415365,"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."}}