{"id":"W2944471751","doi":"10.1136/sbmj.g2270","title":"Great contributions: medical students in research","year":2014,"lang":"en","type":"article","venue":"BMJ","topic":"Diet and metabolism studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Wonder; German; Medical education; Medical school; Identification (biology); Medical research; Cover (algebra); Psychology; Medicine; Engineering; Pathology; Philosophy; Biology; Social psychology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.04752035,0.001486106,0.002647168,0.003333458,0.01102162,0.02322977,0.002965907,0.01848981,0.04671063],"category_scores_gemma":[0.1328686,0.001485379,0.00153872,0.002419545,0.01760258,0.01909387,0.0297979,0.03649922,0.0259189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00582161,"about_ca_system_score_gemma":0.02211765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001682364,"about_ca_topic_score_gemma":0.003307996,"domain_scores_codex":[0.9459482,0.02122831,0.002846029,0.004230973,0.01850797,0.0072386],"domain_scores_gemma":[0.7531971,0.02362642,0.007817537,0.009718486,0.03208648,0.173554],"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":[0.00007317764,0.0001820302,0.001965708,0.0003462578,0.00005262771,0.0003804766,0.00376377,0.00004023218,0.0003293237,0.01075021,0.9420404,0.04007581],"study_design_scores_gemma":[0.0001064017,0.0001612144,0.001816644,0.001007735,0.00003226188,0.001217067,0.006083807,0.00005100034,0.00009619832,0.01939393,0.969963,0.000070734],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001191174,0.02142347,0.0006724128,0.875357,0.08591814,0.00005398731,0.00007107681,0.0002243197,0.0150884],"genre_scores_gemma":[0.02426089,0.01712506,0.003076376,0.8400557,0.07719877,0.0002107698,0.0001390019,0.0003262439,0.03760711],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9524797,"threshold_uncertainty_score":0.2513146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09381564549025218,"score_gpt":0.4974656663012249,"score_spread":0.4036500208109727,"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."}}