{"id":"W3123208181","doi":"10.1108/pr-07-2020-0563","title":"Freelance job search during times of uncertainty: protean career orientation, career competencies and job search","year":2021,"lang":"en","type":"article","venue":"Personnel Review","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Mediation; Population; Psychology; Value (mathematics); Originality; Job analysis; Job shadow; Public relations; Job design; Business; Job satisfaction; Social psychology; Job performance; Sociology; Computer science; Political 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008280859,0.0001947819,0.0006159593,0.00005882312,0.0008397264,0.00001139761,0.0001615012,0.0000718147,0.001031737],"category_scores_gemma":[0.0003866415,0.0001568731,0.0001015861,0.0003906487,0.0001602734,0.0001082383,0.0003093681,0.0004143809,0.00006113669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009832206,"about_ca_system_score_gemma":0.0002669095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001230703,"about_ca_topic_score_gemma":0.0008699489,"domain_scores_codex":[0.9974906,0.0006177265,0.0005063221,0.0003814793,0.0005051677,0.0004986684],"domain_scores_gemma":[0.9982291,0.0002666233,0.0001114362,0.0003452148,0.0009271986,0.0001204448],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003209914,0.00004130326,0.8872104,0.04315643,0.0002126683,0.00003451806,0.05551723,0.000006754382,0.0007431041,0.002765806,0.007341542,0.002938151],"study_design_scores_gemma":[0.003152099,0.0002495187,0.7285993,0.04673107,0.0004989646,0.0000309863,0.1592046,0.00009962307,0.0006884101,0.0002676525,0.05935749,0.001120264],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7527423,0.2292698,0.00001386561,0.01020695,0.0002080582,0.001715058,0.00008367763,0.00006495123,0.005695331],"genre_scores_gemma":[0.8405743,0.1437146,0.0004761547,0.001203227,0.0003552938,0.0004638621,0.00006811957,0.00005515878,0.01308938],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1586111,"threshold_uncertainty_score":0.9998814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1054612063550672,"score_gpt":0.3963803181199674,"score_spread":0.2909191117649002,"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."}}