{"id":"W4229336292","doi":"10.1016/j.jvb.2022.103728","title":"A latent transition analysis examining the nature of and movement between career adaptability profiles","year":2022,"lang":"en","type":"article","venue":"Journal of Vocational Behavior","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brock University","funders":"","keywords":"Adaptability; Psychology; Stressor; Social psychology; Valence (chemistry); Promotion (chess); Career development; Developmental psychology; Applied psychology; Clinical psychology; Management","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":[0.003971334,0.0002970313,0.0004182355,0.001673494,0.001618332,0.002540843,0.0007551307,0.0006227606,0.00920429],"category_scores_gemma":[0.009095539,0.000279146,0.001412043,0.001855666,0.0007071,0.001624218,0.002362109,0.002028681,0.0006511255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008881565,"about_ca_system_score_gemma":0.001653139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01110181,"about_ca_topic_score_gemma":0.01134043,"domain_scores_codex":[0.9986234,0.0006966864,0.00007022775,0.0002477412,0.0001174563,0.0002444515],"domain_scores_gemma":[0.992115,0.004930102,0.0009648484,0.0006234902,0.0005622471,0.0008043494],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009569481,0.0008724103,0.9650788,0.00003755632,0.0002159159,0.0001049292,0.005255312,0.001579908,0.001428001,0.004957421,0.0005349788,0.01897784],"study_design_scores_gemma":[0.00007755257,0.0006105488,0.9236866,0.00004373025,0.0001580147,0.0001537351,0.01235998,0.05604375,0.00039657,0.005676604,0.0007449543,0.00004811924],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994958,0.00001548016,0.004133569,0.00007706408,0.00000573182,0.00004725456,0.0002725203,0.00002212223,0.0004684282],"genre_scores_gemma":[0.9977991,0.000007985135,0.001106783,0.000005931899,0.000002156191,0.00006771144,0.0004673201,0.000006712382,0.0005362076],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01110181,"threshold_uncertainty_score":0.03079146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06598918475530294,"score_gpt":0.3053569677766369,"score_spread":0.239367783021334,"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."}}