{"id":"W2072663920","doi":"10.1190/tle28121420.1","title":"Grad student delivers powerful message: “Pay it forward”","year":2009,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Enthusiasm; Foundation (evidence); Passion; Power (physics); Telecommunications; Engineering; History; Psychology; Archaeology; Physics","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":[0.003395538,0.0007089286,0.0005912635,0.0005366709,0.009970923,0.008128018,0.001149298,0.01044395,0.0832589],"category_scores_gemma":[0.01280188,0.0003409073,0.0005739034,0.0005375415,0.002730358,0.004770629,0.007028256,0.01842642,0.04440895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002164685,"about_ca_system_score_gemma":0.00778117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004547773,"about_ca_topic_score_gemma":0.01382449,"domain_scores_codex":[0.9973028,0.0004854487,0.00007701325,0.0002472313,0.001011125,0.0008763638],"domain_scores_gemma":[0.9866355,0.0006347413,0.0002818344,0.0003415165,0.002370993,0.009735346],"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":[0.000008711591,0.00003207468,0.0002772862,0.000009619533,0.000002025779,0.00006938221,0.0001752255,0.000004803928,0.00005822444,0.000887886,0.9917658,0.006709112],"study_design_scores_gemma":[0.00001109306,0.00005630555,0.001155107,0.00006354253,0.000006192899,0.0001890335,0.002566014,0.00002375722,0.0001730652,0.001124265,0.9946094,0.00002234193],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001492876,0.0009481107,0.0003147818,0.9060308,0.06448378,0.00002869232,0.0000880634,0.0003158837,0.02629705],"genre_scores_gemma":[0.01587863,0.001436676,0.0006010702,0.718188,0.02397143,0.00005043151,0.0001135068,0.0002654984,0.2394948],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0832589,"threshold_uncertainty_score":0.2785287,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09879003101171696,"score_gpt":0.4471296557411433,"score_spread":0.3483396247294263,"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."}}