{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004632646,0.00004553322,0.00003734917,0.0001537973,0.0000498556,0.00005965897,0.0003770778,0.00001195593,0.00002312834],"category_scores_gemma":[0.0001286643,0.00003906335,0.000005812509,0.001847869,0.0003385202,0.0002648155,0.00004085067,0.00004296429,0.0006652186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001215332,"about_ca_system_score_gemma":0.0001700709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005935065,"about_ca_topic_score_gemma":0.000001192119,"domain_scores_codex":[0.9991795,9.781802e-7,0.00005693179,0.0001418649,0.0003603493,0.0002603715],"domain_scores_gemma":[0.9993573,0.000004808552,0.000003155869,0.0001510935,0.00005937028,0.0004242424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004681112,0.00007742376,0.0008732884,0.0001350819,0.000003869714,0.000003965166,0.00929964,0.06079011,0.6457818,0.00435685,0.06062599,0.2180474],"study_design_scores_gemma":[0.00048594,0.0002224613,0.06962144,0.0001311269,0.000006037875,0.00003691777,0.001231699,0.2724531,0.2105255,0.00213615,0.4421173,0.001032341],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9496272,0.000101782,0.0131464,0.0008174736,0.003909184,0.00008714675,0.000001334091,0.0002907307,0.03201874],"genre_scores_gemma":[0.9942892,0.000001649025,0.005228166,0.00008459776,0.00007803481,0.000003645248,1.927961e-7,0.000004031863,0.0003104566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4352563,"threshold_uncertainty_score":0.8550261,"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."}}