{"id":"W4396573916","doi":"10.1093/jalm/jfae009","title":"A Beginner’s Guide to Laboratory–Vendor Relationships","year":2024,"lang":"en","type":"article","venue":"The Journal of Applied Laboratory Medicine","topic":"Academic Writing and Publishing","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; University of Toronto","funders":"","keywords":"Vendor; Computer science; Business; Marketing","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":[0.01065272,0.002337055,0.001469431,0.003344064,0.002876061,0.005870145,0.004215232,0.008056438,0.1266602],"category_scores_gemma":[0.02350923,0.001664984,0.0008827014,0.003320021,0.00259318,0.01095178,0.007057932,0.009451331,0.1303466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002674449,"about_ca_system_score_gemma":0.009240954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003313966,"about_ca_topic_score_gemma":0.01019117,"domain_scores_codex":[0.9922382,0.003195033,0.0009733568,0.0004918542,0.002559965,0.00054153],"domain_scores_gemma":[0.9862117,0.007255945,0.0007985187,0.0007214813,0.003423337,0.001589044],"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":[0.00003831494,0.0002523055,0.0003847956,0.0009875853,0.000005935168,0.0007263916,0.002813394,0.0002738124,0.000769651,0.01299717,0.8103775,0.1703732],"study_design_scores_gemma":[0.000009542428,0.00004128618,0.0001966988,0.0008109482,0.000001777244,0.0006074028,0.0006126889,0.0000888697,0.00008010154,0.005647698,0.9918844,0.00001859457],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.00327306,0.1072867,0.1866768,0.1436295,0.01611614,0.006911046,0.006734737,0.01297546,0.5163966],"genre_scores_gemma":[0.01608366,0.104881,0.3367446,0.1223446,0.005133368,0.005793234,0.00533794,0.003807029,0.3998747],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1266602,"threshold_uncertainty_score":0.4237205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03195500452772566,"score_gpt":0.2730709754036931,"score_spread":0.2411159708759674,"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."}}