{"id":"W188499703","doi":"10.15173/m.v1i1.587","title":"A Heartening Alternative","year":2012,"lang":"en","type":"article","venue":"The Meducator","topic":"Cardiac Structural Anomalies and Repair","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Peer review; Political 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":[],"consensus_categories":[],"category_scores_codex":[0.001761068,0.0005092131,0.0004845017,0.001395908,0.002707791,0.00349368,0.001618797,0.005433332,0.06459745],"category_scores_gemma":[0.006730075,0.0001793812,0.0006251923,0.0005390571,0.007274804,0.005248161,0.003880694,0.006824721,0.01051895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002008691,"about_ca_system_score_gemma":0.001785697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001526112,"about_ca_topic_score_gemma":0.002996764,"domain_scores_codex":[0.9984823,0.0005389546,0.00004807974,0.0003032929,0.0004258297,0.0002015411],"domain_scores_gemma":[0.9982038,0.0007014591,0.00009692577,0.0004117461,0.0003170615,0.0002690027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003205627,0.00003235348,0.0001175519,0.00003281096,0.000005897308,0.0001023559,0.0002183892,0.00005629841,0.0001251502,0.8885496,0.06073992,0.0499878],"study_design_scores_gemma":[0.00003636446,0.00002943078,0.0002164787,0.0001521791,0.000008286109,0.0006451622,0.0002871111,0.0002292093,0.0001667199,0.4252798,0.5729326,0.00001659581],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.004473495,0.0103643,0.02270475,0.2580734,0.0115354,0.00004035258,0.0001540821,0.0002407542,0.6924135],"genre_scores_gemma":[0.2541144,0.008775891,0.01756031,0.1498834,0.01663061,0.0001970057,0.0001721519,0.0003388699,0.5523273],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.06459745,"threshold_uncertainty_score":0.2161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02039541094648755,"score_gpt":0.2971036187921892,"score_spread":0.2767082078457016,"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."}}