{"id":"W2336904189","doi":"10.14288/1.0108776","title":"An investigation into optimal modes of campus food delivery","year":2015,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Computer 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005129181,0.00002407884,0.0001451898,0.00005154412,0.0003449517,0.00005844219,0.0003321831,0.00006997302,0.00004155638],"category_scores_gemma":[0.000132406,0.00008574964,0.00004268742,0.0003541994,0.001063534,0.0006033004,0.0000725495,0.00006903055,0.000007489108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001435835,"about_ca_system_score_gemma":0.0006399759,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5854781,"about_ca_topic_score_gemma":0.7372235,"domain_scores_codex":[0.9988765,0.0002067415,0.00008586133,0.0001922271,0.0004621246,0.0001765467],"domain_scores_gemma":[0.9987073,0.00005231509,0.00009764826,0.0001459935,0.000740902,0.0002558319],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003651348,0.0005936854,0.4634673,0.000149404,0.0001870681,0.00003215977,0.1905972,0.0004196166,0.001668467,0.0003145573,0.02433557,0.3181984],"study_design_scores_gemma":[0.000385066,0.0001884979,0.8748803,0.00003891464,0.00001560785,8.18749e-7,0.1224436,0.0001204531,0.000006831722,0.001437897,0.0003774487,0.0001045969],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976165,0.0001489111,0.00009403389,0.0002874365,0.00007399164,0.0001603694,0.00003086471,0.00003891249,0.001548972],"genre_scores_gemma":[0.9970646,0.0000812952,0.002273868,0.00001475667,0.00003897056,6.186641e-7,0.000009005353,0.000004613449,0.0005122942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.411413,"threshold_uncertainty_score":0.4172823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02615469021649674,"score_gpt":0.264925328674085,"score_spread":0.2387706384575882,"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."}}