{"id":"W4400321360","doi":"10.34297/ajbsr.2024.21.002839","title":"Advocating for a Diagnosis","year":2024,"lang":"en","type":"article","venue":"American Journal of Biomedical Science & Research","topic":"Nursing Education, Practice, and Leadership","field":"Nursing","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Psychology; History","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.01332239,0.00008171835,0.0001839638,0.001102811,0.0005122535,0.0004686529,0.0008108877,0.00003223998,0.00007692869],"category_scores_gemma":[0.005087098,0.00006050707,0.00009542016,0.004481211,0.005614583,0.0006083716,0.00002034526,0.0007119624,0.00003224577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003795044,"about_ca_system_score_gemma":0.001587303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000197476,"about_ca_topic_score_gemma":0.000003732008,"domain_scores_codex":[0.9961783,0.0002777207,0.0003719181,0.0002842605,0.002155839,0.0007319163],"domain_scores_gemma":[0.995086,0.003323194,0.0001402008,0.0001709329,0.0007199047,0.0005598317],"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":[0.0001174648,0.0001794365,0.000685394,0.00004939787,0.00001115879,0.00001127281,0.008567945,5.151022e-7,0.005620626,0.0002998561,0.01736857,0.9670883],"study_design_scores_gemma":[0.0005609623,0.01019039,0.008458562,0.001604168,0.00007995196,0.0005545155,0.08884357,0.001936013,0.009573826,0.007454142,0.8703866,0.0003573029],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.729768,0.002059989,0.002544161,0.2587726,0.005702452,0.0003027006,0.000004415097,0.00004679734,0.0007988798],"genre_scores_gemma":[0.9933102,0.00004869391,0.004591912,0.0003811487,0.001551395,0.0000191437,7.066361e-7,0.00001523438,0.00008154501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9667311,"threshold_uncertainty_score":0.9970916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08411914060183628,"score_gpt":0.4836985787608164,"score_spread":0.3995794381589801,"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."}}