{"id":"W4225296624","doi":"10.36834/cmej.75247","title":"Arscience 2.0","year":2022,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"BIM and Construction Integration","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002953031,0.001886915,0.00177591,0.004991914,0.001627605,0.009284596,0.003507901,0.004003775,0.8769591],"category_scores_gemma":[0.01054954,0.000860815,0.001454458,0.002610601,0.002008262,0.00239408,0.00550878,0.003131279,0.883941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002091693,"about_ca_system_score_gemma":0.006230937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007618725,"about_ca_topic_score_gemma":0.006616981,"domain_scores_codex":[0.9977227,0.0002640402,0.0001437779,0.000534279,0.001022405,0.000312776],"domain_scores_gemma":[0.9925796,0.0009942289,0.0004970578,0.001240756,0.002065773,0.002622424],"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":[0.0001764619,0.0001565309,0.0005890873,0.001459091,0.00003925513,0.0004108057,0.0002363485,0.0004356734,0.001959359,0.01558937,0.6684494,0.3104986],"study_design_scores_gemma":[0.00002789836,0.0000252854,0.0005564271,0.0004731544,0.00001024935,0.0003192375,0.00007980801,0.0001432685,0.0002267246,0.002669294,0.9954535,0.00001511651],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008285336,0.004101216,0.00935206,0.0044283,0.003369441,0.0003347773,0.008558721,0.02180998,0.9472169],"genre_scores_gemma":[0.00870434,0.004558253,0.01280253,0.003679454,0.0008668764,0.0004826914,0.01310416,0.007300545,0.9485011],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8769591,"threshold_uncertainty_score":0.1755028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004741862397707122,"score_gpt":0.2144826125393024,"score_spread":0.2097407501415953,"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."}}