{"id":"W2518598095","doi":"10.7748/ns.24.45.26.s28","title":"Voices - Jean Gray is inspired by the incurable optimists behind a new campaign","year":2010,"lang":"en","type":"article","venue":"Nursing Standard","topic":"Amyotrophic Lateral Sclerosis Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Canadian Navy","funders":"","keywords":"Optimism; Gray (unit); Psychology; Psychoanalysis; Artificial intelligence; Medicine; Computer science; Social psychology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000413068,0.0002028935,0.0003015251,0.00006364236,0.000358057,0.0001633176,0.0002939111,0.000173545,0.001499212],"category_scores_gemma":[0.0002262961,0.0001276134,0.00009836155,0.0002084565,0.0003831217,0.0001505974,0.0000352209,0.0008178072,0.00006315044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002193768,"about_ca_system_score_gemma":0.0003532227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007765549,"about_ca_topic_score_gemma":0.0001186826,"domain_scores_codex":[0.9978819,0.00005944896,0.0002496861,0.0003557222,0.0009035281,0.0005496844],"domain_scores_gemma":[0.9986887,0.0001094824,0.00008020348,0.0005822919,0.0001589595,0.0003803534],"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":[0.001031816,0.0002001216,0.004231041,0.00004236519,0.0001043476,0.00002672141,0.007806585,0.000007756017,0.1575319,0.0001690363,0.6842695,0.1445788],"study_design_scores_gemma":[0.008707699,0.002301756,0.03353035,0.001429139,0.0003213965,0.0001479452,0.000764876,0.001203344,0.07818408,0.003528135,0.8689826,0.000898696],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9374582,0.0005732958,0.0006260327,0.05125527,0.0005621638,0.0006646087,0.0000886018,0.0001427136,0.008629143],"genre_scores_gemma":[0.9861203,0.00005385715,0.001967157,0.0009269284,0.0004314896,0.00001119116,0.00002455194,0.00004893576,0.01041552],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1847131,"threshold_uncertainty_score":0.9994135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01928629804631578,"score_gpt":0.3255097310869331,"score_spread":0.3062234330406173,"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."}}