{"id":"W2597407018","doi":"10.5206/wurjhns.2016-17.8","title":"Western Faculty Profile: Dr. David Cechetto","year":2016,"lang":"en","type":"article","venue":"Western Undergraduate Research Journal Health and Natural Sciences","topic":"Cancer Research and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Outreach; Neurodegeneration; Library science; Sociology; Medicine; Political science; Pathology; Computer science; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.0009282999,0.0005389538,0.0007501449,0.0008831351,0.003682975,0.002418317,0.001008557,0.003133805,0.2914086],"category_scores_gemma":[0.004871523,0.0003654835,0.0002762177,0.0006016415,0.0005729639,0.001827358,0.002265474,0.003777647,0.1310695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001920082,"about_ca_system_score_gemma":0.004731031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009589043,"about_ca_topic_score_gemma":0.02831066,"domain_scores_codex":[0.9994172,0.00006551987,0.00002796525,0.0001028235,0.0002508765,0.0001355894],"domain_scores_gemma":[0.9933445,0.0001995839,0.0001366749,0.00008702195,0.002163761,0.004068433],"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":[0.000006143355,0.00001217496,0.0001033123,0.00001310791,4.269554e-7,0.00005120217,0.00004239185,0.00000483383,0.00003602423,0.00007419737,0.9954449,0.004211241],"study_design_scores_gemma":[0.00001075359,0.0000364812,0.001064422,0.00008611705,0.000002319621,0.0003855422,0.000938701,0.00004239463,0.00009771546,0.0001702247,0.9971499,0.00001539559],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.005500481,0.008718438,0.0009694289,0.6816458,0.1089282,0.0004732395,0.001563673,0.001558655,0.1906421],"genre_scores_gemma":[0.01213562,0.004528106,0.0003361128,0.1712773,0.01433098,0.0002004634,0.0004258093,0.0002975027,0.7964681],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.2914086,"threshold_uncertainty_score":0.9748589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1557077538945737,"score_gpt":0.4964020582104127,"score_spread":0.340694304315839,"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."}}