{"id":"W4402786057","doi":"10.1177/10690727241287533","title":"Lockdown Stories: A Qualitative Assessment and Comprehensive Taxonomy of Career Resources","year":2024,"lang":"en","type":"article","venue":"Journal of Career Assessment","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Science Foundation","keywords":"Employability; Typology; Psychology; Taxonomy (biology); Relevance (law); Narrative; Applied psychology; Context (archaeology); Career development; Cognitive Information Processing; Social psychology; Pedagogy; Sociology","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":[0.009230596,0.0004937735,0.0003661719,0.003192001,0.003380482,0.002095662,0.0009082772,0.0006971745,0.002522614],"category_scores_gemma":[0.02614586,0.0003746052,0.0002299829,0.00217944,0.002695874,0.003171552,0.004465513,0.00105266,0.0002383028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002783259,"about_ca_system_score_gemma":0.00236457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003792564,"about_ca_topic_score_gemma":0.01014688,"domain_scores_codex":[0.9920192,0.006023037,0.0004091765,0.000212247,0.000888199,0.0004480528],"domain_scores_gemma":[0.9753842,0.01852289,0.002056353,0.0008624229,0.002139802,0.001034366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008989425,0.0001045225,0.021942,0.0004202579,0.000006188345,0.0005629904,0.9348238,0.0001782748,0.002250836,0.003642148,0.001824546,0.03415454],"study_design_scores_gemma":[0.00001132982,0.000149029,0.01806881,0.0003568568,0.000007528259,0.0004445415,0.9490932,0.0005016768,0.001623421,0.002457633,0.02725114,0.0000347989],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.97589,0.0003115943,0.009636428,0.001055173,0.00002954368,0.001244239,0.0008480048,0.00002970165,0.01095531],"genre_scores_gemma":[0.9825163,0.0005647356,0.01045171,0.0003013607,0.00001234018,0.002596543,0.0003703409,0.00001896937,0.003167785],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009230596,"threshold_uncertainty_score":0.04881668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1191815764095546,"score_gpt":0.4033593207320297,"score_spread":0.2841777443224751,"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."}}