{"id":"W3208831830","doi":"10.1136/oem-2021-epi.328","title":"P-438 Unmasking the Truth: A longitudinal study examining workplace protective strategies, working arrangements, and their impact on workers’ health, safety and productivity in Newfoundland and Labrador dur","year":2021,"lang":"en","type":"article","venue":"Poster presentations","topic":"Agriculture and Farm Safety","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Workforce; Productivity; Personal protective equipment; Occupational safety and health; Psychosocial; Pandemic; Business; Autonomy; Mental health; Public relations; Psychology; Environmental health; Medicine; Political science; Economic growth; Coronavirus disease 2019 (COVID-19); Economics","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":[],"consensus_categories":[],"category_scores_codex":[0.000397551,0.0001880847,0.000214264,0.00001730181,0.0005062041,0.0002952452,0.00007307723,0.00004135707,0.00001196438],"category_scores_gemma":[0.000034626,0.00006253623,0.0000249299,0.0004407543,0.00006973431,0.0002553187,0.0001211677,0.0002433614,5.212723e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004790808,"about_ca_system_score_gemma":0.00002534593,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002773092,"about_ca_topic_score_gemma":0.03825505,"domain_scores_codex":[0.9985591,0.0004085352,0.0002059723,0.0004422302,0.0001302729,0.0002539392],"domain_scores_gemma":[0.998994,0.0007169763,0.0001033564,0.0000728518,0.00003784153,0.00007495752],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002075996,0.0001805181,0.9382116,0.000009810766,0.0000717792,0.000009149989,0.01213384,0.00002927544,0.0005688547,0.00007931846,0.00001561663,0.04848262],"study_design_scores_gemma":[0.000416386,0.0002745571,0.9636721,0.00005957166,0.0000125005,0.00002727371,0.03507579,0.00001492673,0.000007665541,0.0002271194,0.00009143802,0.0001206496],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994916,0.000595264,0.00003220962,0.003048202,0.00006455617,0.000944313,0.00002141049,0.00001996874,0.0003581415],"genre_scores_gemma":[0.9995613,0.0000710744,0.00002171884,0.00005558866,0.0001371804,0.00004502623,0.00002485042,0.000001728176,0.00008153288],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04836197,"threshold_uncertainty_score":0.9792943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05290015698791088,"score_gpt":0.2930485115292696,"score_spread":0.2401483545413587,"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."}}