{"id":"W4408797120","doi":"10.32920/28651652.v1","title":"Choosing the Path that's Right for You with Dr. Kateryna Metersky","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Nursing Education, Practice, and Leadership","field":"Nursing","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Path (computing); Genealogy; History; Computer science; Computer network","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003208837,0.0008952687,0.0008624661,0.001030869,0.009230919,0.008214622,0.001310309,0.004744756,0.07827652],"category_scores_gemma":[0.01986329,0.0005973132,0.0006184906,0.0006142907,0.003876961,0.008294564,0.005454523,0.01583776,0.06051949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002870105,"about_ca_system_score_gemma":0.005420145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008811521,"about_ca_topic_score_gemma":0.01614836,"domain_scores_codex":[0.9976683,0.000784372,0.0000781506,0.0003740551,0.0007334079,0.0003616557],"domain_scores_gemma":[0.9853377,0.00186592,0.0005506258,0.0004640397,0.003783869,0.007997822],"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":[0.000006914193,0.00001349086,0.0001442507,0.00002452494,0.000001846372,0.00015237,0.001355488,0.000007835673,0.00004078559,0.0008517712,0.989907,0.007493604],"study_design_scores_gemma":[0.000006779273,0.00002114515,0.0002612912,0.0002466708,0.000003410939,0.0009108773,0.01045993,0.00002710463,0.00008994247,0.002063399,0.9858844,0.00002506338],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.001695531,0.01071412,0.001794593,0.8794172,0.05297243,0.0001119201,0.0001496554,0.000764693,0.05237979],"genre_scores_gemma":[0.02471085,0.01580182,0.004302913,0.4753995,0.01486263,0.0003906538,0.0002098467,0.001249296,0.4630726],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.07827652,"threshold_uncertainty_score":0.261861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04581435949392856,"score_gpt":0.3251264398085567,"score_spread":0.2793120803146281,"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."}}