{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001697951,0.0001270707,0.0002593212,0.00008813656,0.0001373708,0.00002598331,0.0002360595,0.00008141049,0.0002038883],"category_scores_gemma":[0.005588185,0.00006553854,0.00008629991,0.0002416344,0.0001030654,0.00006099648,0.00003629509,0.0006427409,0.001269155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002304957,"about_ca_system_score_gemma":0.0008646041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000290629,"about_ca_topic_score_gemma":0.00001141423,"domain_scores_codex":[0.99779,0.00009009249,0.0002126593,0.0001853613,0.0007705385,0.0009513018],"domain_scores_gemma":[0.9970531,0.0002490727,0.00003927677,0.0003701047,0.00008547247,0.002202978],"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":[0.0002308414,0.0002295845,0.00103577,0.00007908719,0.00004960427,0.0002273073,0.002915076,0.000002545501,0.001526654,0.0005231461,0.8483114,0.144869],"study_design_scores_gemma":[0.002082338,0.001280176,0.02095372,0.0003043644,0.00007711229,0.00007810792,0.000646476,0.0001647615,0.0009125256,0.0003441765,0.9730091,0.0001471196],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1951128,0.001025524,0.00132337,0.6493874,0.000714638,0.00126299,0.000005243989,0.0002010575,0.1509669],"genre_scores_gemma":[0.9146304,0.0004697693,0.0001101078,0.05219555,0.0005019704,0.000005194388,0.00000635374,0.00001504614,0.03206567],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7195175,"threshold_uncertainty_score":0.9995085,"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."}}