{"id":"W410155293","doi":"10.1177/229255030401200207","title":"Working for Free","year":2004,"lang":"en","type":"article","venue":"Canadian Journal of Plastic Surgery","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Medical physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.00137938,0.00006796576,0.0002874416,0.0004792554,0.00007569691,0.00001717186,0.00007952871,0.00007160977,0.0001362059],"category_scores_gemma":[0.2212278,0.00005377106,0.0001754345,0.000178334,0.00007289337,0.00004675912,0.000003102994,0.0002818282,0.00001051155],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000453167,"about_ca_system_score_gemma":0.05329328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009072086,"about_ca_topic_score_gemma":0.003503849,"domain_scores_codex":[0.9985,0.00001679055,0.0003464022,0.00006365012,0.0002916673,0.0007815133],"domain_scores_gemma":[0.9825219,0.003600336,0.0001103588,0.0001258682,0.0002521228,0.01338944],"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":[0.000818166,0.00008863157,0.1189388,0.0004964268,0.0002389915,0.007127704,0.0003966474,0.00009742713,0.0002486299,0.001030019,0.7931876,0.07733095],"study_design_scores_gemma":[0.006065642,0.001118444,0.1084549,0.005241233,0.0001638841,0.002043352,0.0002926273,0.00003298706,0.000421593,0.004092529,0.8718141,0.0002586933],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9363394,0.002596295,0.01209478,0.03769704,0.009223904,0.0003551191,0.00003008739,0.00001287904,0.001650436],"genre_scores_gemma":[0.9956471,0.00003403942,0.0005167848,0.002659556,0.001047486,0.000002265486,0.000002957612,0.00001407461,0.0000757091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2198484,"threshold_uncertainty_score":0.9520737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1859862856628193,"score_gpt":0.3577727989506273,"score_spread":0.171786513287808,"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."}}