{"id":"W2734882600","doi":"10.1097/nne.0000000000000423","title":"Process Matters","year":2017,"lang":"en","type":"article","venue":"Nurse Educator","topic":"Nursing Education, Practice, and Leadership","field":"Nursing","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Process (computing); Nurse educator; Nursing process; Psychology; Critical thinking; Medical education; Nursing; Nurse education; Engineering ethics; Medicine; Pedagogy; Computer science; Engineering","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":[0.0002585746,0.0001771586,0.0001614581,0.00009454904,0.0008987452,0.0004069605,0.0006443627,0.0001003366,0.0004927636],"category_scores_gemma":[0.0003423929,0.0001792833,0.00006424253,0.00006265365,0.0003266851,0.0007016617,0.000003353383,0.0002741564,0.001005462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001069654,"about_ca_system_score_gemma":0.0002256775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001824087,"about_ca_topic_score_gemma":0.00002001786,"domain_scores_codex":[0.9987437,0.00006161704,0.0001739038,0.0003509106,0.0002568326,0.0004130398],"domain_scores_gemma":[0.9983828,0.00007752046,0.000262426,0.0009740109,0.00009777676,0.0002054558],"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":[0.0003448599,0.00119645,0.07571253,0.0002155061,0.00004308688,0.00000417881,0.06654739,0.000001024058,0.001285764,0.0006552721,0.8284199,0.02557408],"study_design_scores_gemma":[0.001151571,0.0001903489,0.3131388,0.0003452819,0.0002485862,0.000096378,0.1006145,0.00001529525,0.01732054,0.005207492,0.5607419,0.0009293242],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6378459,0.0001378407,0.000005549166,0.3164712,0.02782261,0.0002233908,0.000003192677,0.0001305993,0.01735975],"genre_scores_gemma":[0.9870253,0.000001131209,0.000297805,0.005484963,0.002617074,0.00003835794,0.000008541324,0.00005384298,0.004473022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3491794,"threshold_uncertainty_score":0.9997724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0329742337726953,"score_gpt":0.3723073207417789,"score_spread":0.3393330869690835,"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."}}