{"id":"W4385575886","doi":"10.22454/fammed.2023.495955","title":"Finding Meaning in Work: The Musings of a True Generalist","year":2023,"lang":"en","type":"article","venue":"Family Medicine","topic":"Organizational Learning and Leadership","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Generalist and specialist species; Meaning (existential); Work (physics); Psychology; Epistemology; Sociology; Philosophy; Engineering; Biology; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007937409,0.00008673132,0.0001503844,0.0003100751,0.0001003845,0.00002286185,0.0001647215,0.00003570721,0.000134446],"category_scores_gemma":[0.0006744929,0.00005834921,0.00002118432,0.002241004,0.0001100146,0.0001297512,0.00005574141,0.0001498722,0.0001490628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000140802,"about_ca_system_score_gemma":0.00001114309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004753869,"about_ca_topic_score_gemma":0.00002554374,"domain_scores_codex":[0.9991838,0.00001586543,0.0002180015,0.0001341045,0.0002612867,0.0001869732],"domain_scores_gemma":[0.9995586,0.0001341576,0.0001174546,0.0001237267,0.00006007517,0.000005944014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00011874,0.00004661838,0.6560825,0.0005575679,0.00006196222,0.00008635804,0.009378702,0.006610023,0.01343454,0.1024302,0.2019994,0.009193443],"study_design_scores_gemma":[0.001563135,0.00002425231,0.8551086,0.001050414,0.00006634824,0.000001453394,0.014083,0.007540079,0.00004897647,0.001720992,0.1185113,0.0002813911],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9666865,0.0001311846,0.00007044331,0.01640325,0.0004752001,0.0001006578,2.835311e-7,0.0001164719,0.01601602],"genre_scores_gemma":[0.9944677,0.000006939876,0.0000245241,0.002995069,0.001437675,0.000003317956,0.0000324858,0.00002015457,0.001012126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1990261,"threshold_uncertainty_score":0.2379412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1039542677153889,"score_gpt":0.2731260831021208,"score_spread":0.169171815386732,"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."}}