{"id":"W2006831464","doi":"10.1532/hsf98.20042881","title":"New Techniques and Innovative Technology: An Integrated Element of Our Cardiovascular and Thoracic Specialty","year":2004,"lang":"en","type":"article","venue":"The Heart Surgery Forum","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Specialty; Element (criminal law); Intensive care medicine; Internal medicine; Family medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002607378,0.0001222189,0.0004969841,0.000295912,0.00009544025,0.000008457714,0.00004783472,0.000123242,0.00001097199],"category_scores_gemma":[0.00313155,0.00007169304,0.00006491168,0.0007964121,0.0001695926,0.00007727491,0.00006537537,0.0003802247,0.000003607768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007592037,"about_ca_system_score_gemma":0.002426154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004864309,"about_ca_topic_score_gemma":0.00003203175,"domain_scores_codex":[0.9984605,0.00008370243,0.0002923021,0.0001833969,0.0004041235,0.0005759264],"domain_scores_gemma":[0.9984469,0.00008676107,0.00004573812,0.0003287041,0.0001920081,0.0008998883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004073553,0.0001067659,0.01723811,0.0002240459,0.0001379662,0.00007999333,0.0002243022,2.603518e-7,0.001473649,0.0005712028,0.02138965,0.9581467],"study_design_scores_gemma":[0.001090731,0.001186334,0.008557353,0.0009760661,0.00007534606,0.0006456143,0.003156577,0.000006103916,0.1298595,0.00338787,0.850853,0.0002054725],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8303879,0.003573869,0.001614968,0.1626432,0.0000986473,0.0012195,0.00001356497,0.0001511492,0.000297209],"genre_scores_gemma":[0.9931295,0.001326382,0.003022932,0.002156825,0.0002083825,0.0000253831,0.00001337548,0.00001965626,0.00009754753],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9579412,"threshold_uncertainty_score":0.4303893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07796839886257088,"score_gpt":0.3956599962712408,"score_spread":0.3176915974086699,"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."}}