{"id":"W4414593147","doi":"10.1136/bmj.r1996","title":"I think my colleague is struggling, what can I do?","year":2025,"lang":"en","type":"article","venue":"BMJ","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Work (physics); MEDLINE; Health care","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00802771,0.0008985936,0.001249912,0.001187249,0.009056702,0.006233226,0.001622936,0.01238513,0.02889455],"category_scores_gemma":[0.07627977,0.0006885973,0.001687316,0.0005813797,0.004826484,0.006692743,0.005181428,0.02423499,0.02236809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003378378,"about_ca_system_score_gemma":0.009926535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00951718,"about_ca_topic_score_gemma":0.02011245,"domain_scores_codex":[0.9905539,0.003365384,0.0005371075,0.0006206665,0.003434747,0.001487997],"domain_scores_gemma":[0.9563241,0.007959166,0.003249759,0.0009020825,0.01079585,0.02076909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002511519,0.00004513484,0.001762227,0.0001958415,0.00002124181,0.0005890663,0.003470225,0.00001399969,0.0003452244,0.000838984,0.9728221,0.01987071],"study_design_scores_gemma":[0.00004258805,0.0001275868,0.003432536,0.00193711,0.00004022377,0.003951843,0.03539645,0.00007245653,0.000240141,0.004328012,0.9503057,0.000125354],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001696251,0.00569314,0.0007561479,0.926372,0.05149895,0.0000366545,0.00006436316,0.0001339799,0.01374856],"genre_scores_gemma":[0.02733339,0.01014913,0.002477746,0.8753386,0.02978288,0.0001384207,0.0001205241,0.0002988706,0.05436056],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02889455,"threshold_uncertainty_score":0.09666187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01435142583279538,"score_gpt":0.3936772418394383,"score_spread":0.3793258160066429,"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."}}