{"id":"W3203820563","doi":"10.14740/cr1324","title":"Do We Serve a Need?","year":2021,"lang":"en","type":"editorial","venue":"Cardiology Research","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Cardiology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02702948,0.005984061,0.008435614,0.008229215,0.009238794,0.01931021,0.006702114,0.05666563,0.02145159],"category_scores_gemma":[0.1085192,0.002966488,0.005136401,0.004976104,0.006179139,0.01026658,0.004638624,0.04343389,0.01677595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008406751,"about_ca_system_score_gemma":0.0119069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005318442,"about_ca_topic_score_gemma":0.02084537,"domain_scores_codex":[0.981907,0.004819134,0.002777072,0.001695029,0.007395356,0.001406417],"domain_scores_gemma":[0.8838863,0.05100651,0.006491207,0.00357353,0.03622753,0.01881491],"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":[0.00001731995,0.000008586916,0.00002880106,0.0002196648,0.00002302154,0.00004804214,0.00001580357,0.00001048245,0.000009896703,0.000205109,0.9967865,0.002626804],"study_design_scores_gemma":[0.0002556817,0.00003759316,0.0005122037,0.002150346,0.0002505801,0.0002735896,0.0001994999,0.0002478843,0.0000502701,0.002727761,0.9932393,0.00005536803],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00001173717,0.002859202,0.0000494508,0.06154962,0.9349473,0.00001416665,0.00002535464,0.00002486535,0.0005183502],"genre_scores_gemma":[0.0001874193,0.002144937,0.00007800589,0.04613243,0.9490987,0.00003577212,0.00001706108,0.00002345935,0.002282199],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.05666563,"threshold_uncertainty_score":0.1429473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2778606364945521,"score_gpt":0.5434152720138247,"score_spread":0.2655546355192726,"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."}}