{"id":"W1986468213","doi":"10.1111/j.1365-2648.2008.04839.x","title":"Becoming a nurse: a meta‐study of early professional socialization and career choice in nursing","year":2008,"lang":"en","type":"review","venue":"Journal of Advanced Nursing","topic":"Nursing education and management","field":"Nursing","cited_by":273,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Health Authority; Izaak Walton Killam Health Centre","funders":"","keywords":"CINAHL; Nursing shortage; PsycINFO; Socialization; Nursing; Qualitative research; MEDLINE; Career Pathways; Psychology; Nurse education; Medicine; Medical education; Social psychology; Sociology; Political science; Psychological intervention; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.03869144,0.001432383,0.008667025,0.00737121,0.001043671,0.004577029,0.002410377,0.002133171,0.002648717],"category_scores_gemma":[0.09871905,0.001068857,0.02394214,0.008901665,0.001037883,0.003742927,0.001900261,0.001823456,0.0002136831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00347953,"about_ca_system_score_gemma":0.006206763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00558762,"about_ca_topic_score_gemma":0.01248106,"domain_scores_codex":[0.9678303,0.01897773,0.007961101,0.002218896,0.002523832,0.0004882428],"domain_scores_gemma":[0.900735,0.0813575,0.009852805,0.002911663,0.004377218,0.0007658802],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"systematic_review","study_design_scores_codex":[0.001663106,0.0001171675,0.02737494,0.4232477,0.5236462,0.0001977331,0.001535698,0.0003480101,0.0002210308,0.0003320748,0.0004300578,0.02088627],"study_design_scores_gemma":[0.000558643,0.000848236,0.02378178,0.1010994,0.8674771,0.0003193426,0.001155972,0.0003085668,0.0003579698,0.0006119,0.003417184,0.00006390069],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0341913,0.9608744,0.001886807,0.0005389662,0.000308217,0.0009535881,0.0005057516,0.00002309642,0.0007177945],"genre_scores_gemma":[0.5874475,0.3974925,0.007348318,0.001441063,0.0002382461,0.004697119,0.0008278238,0.00003949242,0.0004680554],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03869144,"threshold_uncertainty_score":0.2046224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07853102831812578,"score_gpt":0.4410214914763705,"score_spread":0.3624904631582447,"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."}}