{"id":"W2100765498","doi":"10.1017/s1049023x00000121","title":"The Value of EMS Experience when Applying to Medical School?","year":2002,"lang":"en","type":"article","venue":"Prehospital and Disaster Medicine","topic":"Medical Education and Admissions","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Respondent; Technician; Likert scale; Emergency medical services; Psychology; Medical emergency; Medicine; Rating scale; Medical education; Family medicine; Engineering; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002674221,0.0001269742,0.000264526,0.00005034325,0.0001280762,0.00001013167,0.0001581868,0.00006464515,0.01423927],"category_scores_gemma":[0.01075479,0.00006402368,0.00003823156,0.000148045,0.0004539751,0.00005163184,0.00009688221,0.0002043623,0.00004796433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001330944,"about_ca_system_score_gemma":0.000105369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003672286,"about_ca_topic_score_gemma":0.000001656278,"domain_scores_codex":[0.9983832,0.00003149121,0.0003852115,0.000226576,0.0007395641,0.0002339702],"domain_scores_gemma":[0.9960492,0.0002062289,0.00005666171,0.0002864053,0.00006066756,0.003340892],"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":[0.0002903769,0.001155489,0.04760666,0.0005128039,0.0001531863,0.00007565423,0.1765416,7.866776e-7,0.004068394,0.01049551,0.3166952,0.4424043],"study_design_scores_gemma":[0.007169614,0.003357446,0.0665797,0.004527048,0.0002257791,0.0003208318,0.07471539,0.003575423,0.0006292136,0.002618425,0.8356605,0.0006205947],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8056656,0.004191964,0.0003618205,0.1640879,0.0007012591,0.000672658,0.000001687616,0.00004555735,0.02427152],"genre_scores_gemma":[0.9783426,0.0002964159,0.0002585065,0.01319019,0.0004640296,0.00009416987,0.000002975062,0.00001103961,0.007340057],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5189653,"threshold_uncertainty_score":0.997578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02875984783978955,"score_gpt":0.3175865997674677,"score_spread":0.2888267519276781,"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."}}