{"id":"W2525302890","doi":"10.1097/acm.0000000000001340","title":"Principal Innovator: The Other PI","year":2016,"lang":"en","type":"letter","venue":"Academic Medicine","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Southlake Regional Health Center; North York General Hospital","funders":"","keywords":"Scholarship; Innovator; Principal (computer security); Promotion (chess); Public relations; Higher education; Sociology; Political science; Psychology; Intellectual property; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.00514275,0.001046691,0.001058306,0.000841305,0.001945169,0.006072204,0.003034458,0.01306151,0.06011888],"category_scores_gemma":[0.04390341,0.0005180452,0.0008824399,0.0006144452,0.002388784,0.003572057,0.001533846,0.01410835,0.03609724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001702334,"about_ca_system_score_gemma":0.003892705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006000192,"about_ca_topic_score_gemma":0.001158631,"domain_scores_codex":[0.9949521,0.001003736,0.0004824043,0.0008554157,0.002175666,0.0005308356],"domain_scores_gemma":[0.9783862,0.006713056,0.00176428,0.001174837,0.006957276,0.005004323],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003583032,0.00001778669,0.0001708772,0.0001572604,0.000006802341,0.0003633441,0.00003594953,0.00002869628,0.00007667361,0.001343826,0.9813498,0.0164131],"study_design_scores_gemma":[0.00001945705,0.0000278623,0.0001547177,0.0001729794,0.000009576441,0.0006956029,0.00006743779,0.0001170227,0.0001808331,0.0008100264,0.9977313,0.00001325318],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"commentary","genre_scores_codex":[0.0003595114,0.003263761,0.0007882745,0.247729,0.7360235,0.00004654977,0.00007841648,0.000256412,0.01145449],"genre_scores_gemma":[0.007634564,0.005807311,0.0007968526,0.2218914,0.6798033,0.0000778722,0.0000831916,0.0002129601,0.08369262],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9948573,"threshold_uncertainty_score":0.2011177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2306135592100167,"score_gpt":0.4677057660452861,"score_spread":0.2370922068352693,"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."}}