{"id":"W2972651492","doi":"10.2139/ssrn.3452249","title":"Linkedin(to) Job Opportunities: Experimental Evidence from Job Readiness Training","year":2019,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Digital Economy and Work Transformation","field":"Social Sciences","cited_by":31,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Training (meteorology); Job training; On-the-job training; Job performance; Job analysis; Psychology; Business; Job attitude; Applied psychology; Knowledge management; Job satisfaction; Medical education; Computer science; Social psychology; Medicine; Internship; Vocational education; Pedagogy","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001805876,0.0001294359,0.0001844577,0.0001020243,0.0004047254,0.0003003402,0.0004033366,0.00008831273,0.0004689226],"category_scores_gemma":[0.00006687877,0.0001275429,0.000101999,0.0001656977,0.00007060729,0.002008702,0.00001956038,0.0006806086,0.0002796093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009044842,"about_ca_system_score_gemma":0.002583792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007167231,"about_ca_topic_score_gemma":0.002169537,"domain_scores_codex":[0.9975933,0.00009621816,0.000308572,0.0001790658,0.0003365812,0.001486236],"domain_scores_gemma":[0.9993743,0.0001361864,0.0001056363,0.0001097176,0.00006420687,0.0002099686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002137175,0.00007446232,0.008001369,0.00000774199,0.0001997129,0.000008717536,0.1449572,0.00009953213,0.0007235961,0.5347846,0.0004854731,0.3104439],"study_design_scores_gemma":[0.001389573,0.001053793,0.00171715,0.0007098384,0.00005272054,0.00007170313,0.7629283,0.0001297513,0.0005696914,0.1348563,0.09550156,0.001019531],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9205218,0.00111948,0.001060229,0.003176447,0.0006383278,0.0002138879,0.000003952158,0.00005088482,0.07321502],"genre_scores_gemma":[0.9919536,0.00173387,0.00005544275,0.0003244213,0.0006040554,0.000009092559,0.000003806722,0.0000136123,0.005302167],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6179712,"threshold_uncertainty_score":0.5201048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06567417193131765,"score_gpt":0.3074915992761151,"score_spread":0.2418174273447975,"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."}}