{"id":"W1977936694","doi":"10.1097/00024665-200405000-00006","title":"Data Mining as a Tool for Research and Knowledge Development in Nursing","year":2004,"lang":"en","type":"review","venue":"CIN Computers Informatics Nursing","topic":"Nursing Diagnosis and Documentation","field":"Nursing","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"Berger (Canada)","funders":"","keywords":"Computer science; Data science; Process (computing); Knowledge extraction; Domain (mathematical analysis); Domain knowledge; Knowledge management; Data mining","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01938323,0.001215492,0.002962574,0.01442948,0.001417701,0.008427242,0.003151635,0.004161197,0.003768264],"category_scores_gemma":[0.03233165,0.0009851655,0.001187827,0.01754138,0.00505857,0.008365813,0.00363464,0.003929552,0.002525004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003321444,"about_ca_system_score_gemma":0.008095675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002930942,"about_ca_topic_score_gemma":0.003871801,"domain_scores_codex":[0.9848086,0.007504499,0.001990122,0.0007357787,0.004785142,0.0001758558],"domain_scores_gemma":[0.958801,0.03421034,0.001665139,0.001407151,0.003278923,0.0006375029],"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":[0.00004456687,0.0001112035,0.0008416493,0.02157493,0.0002478565,0.0003165729,0.0009857679,0.0007248319,0.000439003,0.05874509,0.04469359,0.8712749],"study_design_scores_gemma":[0.00003884304,0.0001209849,0.001691272,0.0337448,0.0001698184,0.001145376,0.001351332,0.001091048,0.0005585215,0.1322477,0.8277457,0.00009449293],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000396687,0.9520249,0.02451288,0.01301622,0.001143671,0.0002396896,0.0002435557,0.0002242955,0.008198075],"genre_scores_gemma":[0.007608282,0.9062598,0.07782754,0.003705559,0.001307511,0.0006783713,0.0003274002,0.00005192521,0.002233687],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01938323,"threshold_uncertainty_score":0.1025096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.21009354291293,"score_gpt":0.4998192093011755,"score_spread":0.2897256663882455,"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."}}