{"id":"W4238794970","doi":"10.1515/iupac.56.0154","title":"A Basic Education and Training Framework for Medical Laboratory Technicians in Clinical ChemistryTo avoid confusion as a result of different national definitions the term Technician is used in accordance with the WHO definition (see text)","year":2016,"lang":"en","type":"dataset","venue":"IUPAC Standards Online","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital","funders":"","keywords":"Technician; Confusion; Syllabus; Training (meteorology); Medical education; Term (time); Engineering management; Psychology; Engineering; Medicine; Pedagogy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005452666,0.001173345,0.001120213,0.007970157,0.0008325688,0.00220923,0.002629034,0.00181889,0.04774174],"category_scores_gemma":[0.02733376,0.000749364,0.001950544,0.01241491,0.0004250236,0.002027967,0.00310534,0.002464784,0.0276761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004555642,"about_ca_system_score_gemma":0.007910662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04497677,"about_ca_topic_score_gemma":0.0716973,"domain_scores_codex":[0.9952283,0.001097696,0.001347305,0.0009560332,0.0009141105,0.0004565684],"domain_scores_gemma":[0.986065,0.005394843,0.002660529,0.001427708,0.003352662,0.001099108],"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":[0.0002203299,0.0001011206,0.008548,0.004276567,0.00008717056,0.00004822838,0.0001767413,0.001245027,0.0001380079,0.003321115,0.9639466,0.01789104],"study_design_scores_gemma":[0.0003501993,0.00004324852,0.02672814,0.002107207,0.00006000564,0.00007751049,0.000224929,0.000574649,0.0002026842,0.003393973,0.966188,0.00004951157],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0002851435,0.0001517717,0.0005709897,0.0002025013,0.00003113429,0.0001790403,0.997154,0.0001965244,0.001228912],"genre_scores_gemma":[0.0008852137,0.0001523944,0.002976034,0.0001313511,0.00001371647,0.001043193,0.9941058,0.00005749416,0.0006347274],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.04774174,"threshold_uncertainty_score":0.159712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02361644195701031,"score_gpt":0.3708767905598561,"score_spread":0.3472603486028458,"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."}}