{"id":"W2200946595","doi":"10.1126/science.349.6254.1406","title":"My trek back to science","year":2015,"lang":"en","type":"article","venue":"Science","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental science","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":[0.004789209,0.0009949901,0.0008599116,0.001123439,0.008044926,0.01439069,0.002025111,0.006592597,0.1584482],"category_scores_gemma":[0.01717128,0.0003999224,0.0009835797,0.0008694142,0.009236691,0.01525193,0.01143563,0.01933459,0.07742203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005030113,"about_ca_system_score_gemma":0.007697603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003272097,"about_ca_topic_score_gemma":0.005025147,"domain_scores_codex":[0.9954821,0.001294178,0.0001239297,0.0005968359,0.001787271,0.0007156822],"domain_scores_gemma":[0.9935704,0.0009875174,0.0001889587,0.0006982395,0.001443164,0.003111786],"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":[0.00001284112,0.00001285652,0.00006625612,0.0000640498,0.000004342769,0.00006348109,0.0005405377,0.00001794281,0.0001138193,0.04437779,0.9359594,0.01876665],"study_design_scores_gemma":[0.000002304144,0.000007785017,0.00003387141,0.00008629389,9.799869e-7,0.00005828249,0.0003848538,0.000008991883,0.00003012534,0.008696639,0.9906864,0.000003472524],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.001161721,0.0232368,0.003274385,0.5741926,0.1239493,0.00006440681,0.0005533519,0.0007670443,0.2728003],"genre_scores_gemma":[0.02828093,0.0246239,0.004315403,0.3591086,0.03294336,0.0001638229,0.0006645016,0.001374302,0.5485252],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.1584482,"threshold_uncertainty_score":0.530062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02195081295440913,"score_gpt":0.2493295789370459,"score_spread":0.2273787659826367,"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."}}