{"id":"W3046196273","doi":"10.5465/ambpp.2020.14129abstract","title":"It's Cold Outside: Measuring the Challenges of Independent (Gig) Work","year":2020,"lang":"en","type":"article","venue":"Academy of Management Proceedings","topic":"Digital Economy and Work Transformation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; McMaster University","funders":"","keywords":"Thriving; Psychology; Discriminant validity; Stressor; Loneliness; Social psychology; Face validity; Psychological resilience; Applied psychology; Developmental psychology; Clinical psychology; Psychometrics","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":[0.002987586,0.0005018349,0.0003461277,0.001211879,0.001885207,0.002172438,0.0008554098,0.000739788,0.001820155],"category_scores_gemma":[0.01057944,0.0003560379,0.0003984514,0.0007547019,0.001259654,0.001287647,0.004109161,0.001224187,0.0003732807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008256996,"about_ca_system_score_gemma":0.00130214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00149918,"about_ca_topic_score_gemma":0.004291428,"domain_scores_codex":[0.9983718,0.0005313425,0.0001289569,0.000161004,0.000504803,0.0003020542],"domain_scores_gemma":[0.9918304,0.001908883,0.002877104,0.0005877131,0.0009308985,0.001864996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001950538,0.0007086213,0.8784994,0.0003132228,0.0001470759,0.0004858801,0.05703206,0.0005136903,0.004725478,0.00100503,0.002925826,0.05344866],"study_design_scores_gemma":[0.00001558061,0.0004345596,0.9074808,0.000098787,0.00003074988,0.0003521477,0.0829346,0.0006660982,0.0008272431,0.00113909,0.005949961,0.00007050837],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966531,0.00004794057,0.0006447597,0.0001187346,0.00001592967,0.000059725,0.00006717323,0.000007378313,0.002385258],"genre_scores_gemma":[0.9976751,0.00006461371,0.001411546,0.0001023732,0.0000122969,0.0001122968,0.0001008034,0.000006410754,0.0005146519],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002987586,"threshold_uncertainty_score":0.01580012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06092088812943425,"score_gpt":0.2693345129370089,"score_spread":0.2084136248075747,"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."}}