{"id":"W2025989240","doi":"10.1177/1075547007302213","title":"Square Pegs in Round Holes","year":2007,"lang":"en","type":"article","venue":"Science Communication","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Canadian Foundation for Healthcare Improvement; University of Ottawa","funders":"","keywords":"Scholarship; Promotion (chess); Disadvantaged; Discipline; Public relations; Value (mathematics); Sociology; Medical education; Psychology; Political science; Medicine; Social science; Politics; Mathematics","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002469467,0.0008464573,0.0006246408,0.001494037,0.01530594,0.005893786,0.001640856,0.002687781,0.1670561],"category_scores_gemma":[0.009316876,0.0006822376,0.0005396144,0.001995862,0.005448463,0.005518687,0.008546743,0.002795009,0.03678469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005907875,"about_ca_system_score_gemma":0.008921067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07076423,"about_ca_topic_score_gemma":0.1606531,"domain_scores_codex":[0.9973691,0.0004193577,0.00008077501,0.0003872932,0.0007527548,0.0009907825],"domain_scores_gemma":[0.9962315,0.0004234586,0.0002179022,0.0005597757,0.0009648496,0.001602533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.001097413,0.0002600206,0.004627712,0.0001717137,0.0000221336,0.001164291,0.01472524,0.0004276517,0.001367468,0.09888907,0.662991,0.2142563],"study_design_scores_gemma":[0.0000487048,0.0001536334,0.001461084,0.0000837093,0.000007979842,0.0001179399,0.0125725,0.0001909878,0.0004375563,0.008247678,0.9766473,0.0000308125],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08787462,0.001982061,0.01856918,0.0411651,0.0150917,0.001732845,0.002034887,0.004760718,0.8267888],"genre_scores_gemma":[0.2011807,0.000595661,0.008566204,0.006284547,0.0004316295,0.0002803046,0.0006475323,0.0006544486,0.781359],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9846941,"threshold_uncertainty_score":0.5588583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2226003860112002,"score_gpt":0.5230450519762149,"score_spread":0.3004446659650146,"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."}}