{"id":"W4234471968","doi":"10.1007/978-3-319-78262-1_300167","title":"Decision-Making","year":2020,"lang":"en","type":"book-chapter","venue":"","topic":"Real estate and construction management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00001163463,0.0001397745,0.0001324171,0.00005944446,0.00001470228,0.00002701386,0.00008571248,0.00007532997,0.002731988],"category_scores_gemma":[0.000001825298,0.0001347393,0.0000674939,0.00001174348,0.000009993265,0.00002969764,0.00003609288,0.0001305921,0.001514824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002790807,"about_ca_system_score_gemma":0.000004492281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.932298e-7,"about_ca_topic_score_gemma":0.000002506271,"domain_scores_codex":[0.9995463,5.037781e-7,0.0001464064,0.000121144,0.0001166593,0.00006893533],"domain_scores_gemma":[0.999781,0.00002044663,0.00001490976,0.0001365889,0.000009998475,0.00003707982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001306991,2.170288e-7,2.269346e-7,0.00002943784,0.00005452019,0.0000325873,0.000006125823,0.001486784,9.785442e-7,0.2767205,0.03125073,0.6904166],"study_design_scores_gemma":[0.00003064264,0.000005560606,0.000001791966,0.00008502158,0.00001771056,0.000004074025,0.00000688924,0.003089412,0.000001912833,0.04620424,0.9503852,0.0001675365],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001233034,0.0001290016,0.03148212,0.00002266748,0.0004456956,0.00006596505,0.000003441639,0.000399827,0.96745],"genre_scores_gemma":[0.02021543,0.001955027,0.01245371,0.0005734343,0.0005439783,0.000007136289,0.0000179406,0.0001958266,0.9640375],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9191345,"threshold_uncertainty_score":0.9992626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009083364306206586,"score_gpt":0.2007212426477281,"score_spread":0.1916378783415215,"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."}}