{"id":"W4285501381","doi":"10.1016/s0140-6736(22)00922-9","title":"Academic exploitation","year":2022,"lang":"en","type":"letter","venue":"The Lancet","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Kingston Health Sciences Centre","funders":"","keywords":"Remuneration; Publishing; Publication; Public relations; Curriculum; Payment; Sociology; Political science; Business; Law; Finance","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.00727019,0.001035482,0.001805377,0.001637992,0.01932718,0.01485344,0.002999599,0.08287367,0.0732979],"category_scores_gemma":[0.05848455,0.0009588168,0.001889721,0.001191706,0.008159671,0.006334514,0.008972835,0.05803138,0.04438604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008800097,"about_ca_system_score_gemma":0.02019331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0156231,"about_ca_topic_score_gemma":0.03608723,"domain_scores_codex":[0.9891109,0.001786566,0.0007130344,0.001408353,0.003481932,0.003499306],"domain_scores_gemma":[0.9771707,0.007113146,0.001025811,0.001609373,0.004921264,0.008159696],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002454281,0.00001847109,0.0002496536,0.00003621424,0.00000844333,0.0006597847,0.000241738,0.00002358552,0.00008046412,0.02225223,0.9718062,0.004598661],"study_design_scores_gemma":[0.00002418673,0.00001222744,0.0002679354,0.0001088944,0.000005002012,0.0003337799,0.0004115184,0.00004752615,0.00004250153,0.009092893,0.9896409,0.00001262552],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005148901,0.001838108,0.0001627185,0.8980739,0.03014795,0.00002734244,0.00006121668,0.00004513043,0.0691287],"genre_scores_gemma":[0.005408056,0.0006881252,0.00007811141,0.8411447,0.01554007,0.00004749716,0.00003051917,0.00004545799,0.1370174],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9927298,"threshold_uncertainty_score":0.2452059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1045947065674519,"score_gpt":0.3339002161709147,"score_spread":0.2293055096034629,"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."}}