{"id":"W2902204032","doi":"10.1002/joec.12095","title":"Action‐Oriented Hope: An Agent of Change for Internationally Educated Professionals","year":2018,"lang":"en","type":"article","venue":"Journal of Employment Counseling","topic":"Optimism, Hope, and Well-being","field":"Psychology","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Saskatchewan Health Authority","funders":"","keywords":"Licensure; Psychological intervention; Psychology; Action (physics); Exploratory research; Medical education; Applied psychology; Nursing; Medicine; Sociology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001132833,0.0001486796,0.00028513,0.0002822063,0.0001279009,0.00002616294,0.0002601781,0.00009395146,0.00058836],"category_scores_gemma":[0.00007157942,0.0001256356,0.0001497887,0.000156952,0.00005368543,0.0003297731,0.00001942827,0.0001746451,0.00002089131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000910142,"about_ca_system_score_gemma":0.0001260598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004370029,"about_ca_topic_score_gemma":0.00002021259,"domain_scores_codex":[0.9982308,0.0001156572,0.0007831131,0.0001873865,0.0004316642,0.0002514161],"domain_scores_gemma":[0.9972435,0.0001430831,0.0008590388,0.0001877216,0.001437639,0.0001289661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0154251,0.01960598,0.03605739,0.0005253911,0.006219913,0.0001415229,0.366246,0.0003333879,0.1392297,0.02215325,0.1695376,0.2245248],"study_design_scores_gemma":[0.0251667,0.02146812,0.08481064,0.005705099,0.001548831,0.0008311237,0.06007046,0.004389112,0.04158281,0.008537405,0.7433381,0.002551625],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9841921,0.0003440214,0.006422516,0.00113289,0.006804762,0.0004018622,0.00001338906,0.0000184353,0.0006700451],"genre_scores_gemma":[0.9917296,0.0001167818,0.002390304,0.001011596,0.002893206,0.00003665735,0.00001700545,0.0000376508,0.001767257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5738004,"threshold_uncertainty_score":0.644213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1276364130996422,"score_gpt":0.433760951876718,"score_spread":0.3061245387770758,"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."}}