{"id":"W2167496692","doi":"10.1136/oem.2008.041079","title":"Which tools best predict the incidence of work-related sensitisation and symptoms","year":2008,"lang":"en","type":"article","venue":"Occupational and Environmental Medicine","topic":"Occupational exposure and asthma","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital du Sacré-Cœur de Montréal","funders":"","keywords":"Medicine; Incidence (geometry); Logistic regression; Asthma; Receiver operating characteristic; Cohort; Physical therapy; Test (biology); Occupational asthma; Internal medicine","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":[0.0001472847,0.0001146349,0.0001890039,0.00005096956,0.0001323608,0.000002765419,0.00003035781,0.00006106198,0.0001809883],"category_scores_gemma":[0.00009199316,0.00007279956,0.0000203482,0.0001273558,0.0005280075,0.0001094058,0.00003535433,0.0001137666,0.000009777623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002460311,"about_ca_system_score_gemma":0.00002753801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004248893,"about_ca_topic_score_gemma":0.000004041543,"domain_scores_codex":[0.9989883,0.00002971091,0.0002879695,0.0001770825,0.0004177175,0.00009923086],"domain_scores_gemma":[0.9994823,0.0001871992,0.00009979335,0.0001169123,0.00002409443,0.00008967187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002205363,0.0000761076,0.9830577,0.00001668993,0.00004686919,0.0000100124,0.0005690841,0.00001958894,0.0030145,0.0001950217,0.0003535805,0.01242035],"study_design_scores_gemma":[0.001078969,0.0005484003,0.9964496,0.0001477386,0.00006701016,0.0004370354,0.0001871872,0.0003235894,0.0002146943,0.00006505148,0.0004135777,0.00006712227],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962624,0.0006491889,0.00005986307,0.001793598,0.00005874912,0.0002195083,0.00002731747,0.000009504687,0.0009198834],"genre_scores_gemma":[0.9982083,0.00043656,0.0001414597,0.000333395,0.0001365929,0.00000905006,0.0003139809,0.000007885857,0.0004128009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01339197,"threshold_uncertainty_score":0.296868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01479577368730305,"score_gpt":0.2310490356574584,"score_spread":0.2162532619701554,"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."}}