{"id":"W4401863213","doi":"10.22541/au.172458912.28819337/v1","title":"Healthcare Provider Strike Preparedness and Response: Lessons Learned from Physician Strikes in New York City","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Columbia College","funders":"","keywords":"Preparedness; Health care; Political science; Business; Medicine; Public relations; Medical emergency; Law","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":[0.006192427,0.0005345152,0.0003688183,0.0008330097,0.00557783,0.004495637,0.002564318,0.002475018,0.004652905],"category_scores_gemma":[0.01173949,0.0004230397,0.0004882665,0.0008083142,0.001897764,0.002846875,0.003877544,0.004853346,0.0004631556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01212346,"about_ca_system_score_gemma":0.03704786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2117327,"about_ca_topic_score_gemma":0.530893,"domain_scores_codex":[0.9966207,0.001609847,0.0001459094,0.0001711204,0.0006097249,0.0008427865],"domain_scores_gemma":[0.9926555,0.002528226,0.0003412809,0.0001640911,0.001354383,0.002956539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.000206269,0.003233148,0.05051525,0.001475785,0.0001061147,0.004874981,0.1453137,0.009958319,0.0009859666,0.009405271,0.1989146,0.5750107],"study_design_scores_gemma":[0.0002434061,0.001520344,0.06423175,0.003949791,0.00008929839,0.0009572076,0.6453415,0.007306385,0.00152348,0.008459239,0.2660679,0.0003096094],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5132236,0.01355027,0.01064585,0.3435058,0.004843403,0.001725058,0.0007017571,0.0005253722,0.1112789],"genre_scores_gemma":[0.9068882,0.02286657,0.02069505,0.02043069,0.0009284749,0.000549557,0.0007294987,0.0001737324,0.02673833],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2117327,"threshold_uncertainty_score":0.4210005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.211932049448137,"score_gpt":0.3526158718970721,"score_spread":0.1406838224489352,"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."}}