{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005625568,0.000166887,0.0002921645,0.00029466,0.0003844416,0.0001525495,0.0004465742,0.0000703574,0.0008077369],"category_scores_gemma":[0.0006135334,0.00009410073,0.00003903967,0.0003938682,0.0002747467,0.000328144,0.00003900148,0.00121859,0.0001274062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008095292,"about_ca_system_score_gemma":0.0002975751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002199805,"about_ca_topic_score_gemma":0.00003568852,"domain_scores_codex":[0.9982629,0.0001536353,0.0006849708,0.0001230831,0.0005423657,0.0002330615],"domain_scores_gemma":[0.998023,0.0008240515,0.0002270415,0.0002178799,0.0005136676,0.000194347],"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":[0.00005608566,0.000009028808,0.000009454721,0.00004349736,0.0000589519,0.00002038892,0.04645914,0.00005152074,0.001742024,0.2268228,0.7240193,0.0007077764],"study_design_scores_gemma":[0.0002650243,0.0001008414,0.00003009238,0.0003749985,0.0001423786,0.00001364536,0.02647133,0.00002424701,0.0001752685,0.002046993,0.9702442,0.0001109906],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2698093,0.02741543,0.001298403,0.2004206,0.01002077,0.000879346,0.0002686076,0.0006066693,0.4892808],"genre_scores_gemma":[0.9791364,0.0001351953,0.0001963831,0.005162986,0.01302725,0.000007358142,0.000004564597,0.00004896765,0.002280906],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.709327,"threshold_uncertainty_score":0.8844153,"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."}}