{"id":"W2083439335","doi":"10.5206/wurjhns.2013-14.7","title":"Western Faculty Profile: Dr. Mark Workentin","year":2013,"lang":"en","type":"article","venue":"Western Undergraduate Research Journal Health and Natural Sciences","topic":"Various Chemistry Research Topics","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Passion; Alma mater; Undergraduate research; Library science; Research council; Medical education; Management; Engineering; Engineering physics; Sociology; Psychology; Medicine; Philosophy; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.000785323,0.0005670065,0.0006332817,0.0007763089,0.003381249,0.002550265,0.0009163216,0.002608536,0.2696907],"category_scores_gemma":[0.0034568,0.0003676744,0.0002322774,0.0006141757,0.0005444236,0.002003026,0.002168859,0.003008645,0.1541164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001496893,"about_ca_system_score_gemma":0.003649697,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005686861,"about_ca_topic_score_gemma":0.01460106,"domain_scores_codex":[0.9994165,0.00005176346,0.00002285549,0.0001091421,0.000296163,0.0001035474],"domain_scores_gemma":[0.9955816,0.0001184523,0.00012147,0.00007013359,0.001431442,0.002676966],"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":[0.000006948123,0.0000121839,0.00006960468,0.00001535942,4.077746e-7,0.00005535326,0.00004585788,0.000005806415,0.00007464154,0.0001183342,0.9942469,0.005348583],"study_design_scores_gemma":[0.000005757079,0.00002474893,0.0004752747,0.0000420031,0.000001446018,0.0002647831,0.0005343157,0.00003108913,0.0001255484,0.0001225161,0.9983633,0.000009233238],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.00578103,0.01488265,0.001618277,0.5623205,0.1119048,0.0004626982,0.00127356,0.002396013,0.2993605],"genre_scores_gemma":[0.00769201,0.003751949,0.0003046697,0.06414946,0.0095777,0.000107001,0.0002370928,0.0002529312,0.9139272],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9943131,"threshold_uncertainty_score":0.9022052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09143905218281466,"score_gpt":0.4239409066840339,"score_spread":0.3325018545012192,"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."}}