{"id":"W640519301","doi":"10.29173/eureka22822","title":"Research is a Journey of Self-Discovery","year":2014,"lang":"en","type":"article","venue":"Eureka","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Work (physics); Undergraduate research; Engineering; Engineering ethics; Sociology; Management; Medical education; Mechanical engineering; Medicine; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001447012,0.00009845422,0.0001377502,0.0001106839,0.00007832432,0.00004339262,0.0003945206,0.0001634174,0.00005778433],"category_scores_gemma":[0.000500935,0.00008008648,0.00008945935,0.0001719526,0.0002344891,0.000004777525,0.0002749753,0.0002099567,0.00009223897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001011227,"about_ca_system_score_gemma":0.0001480962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000182001,"about_ca_topic_score_gemma":0.00001028253,"domain_scores_codex":[0.9983662,0.0001462504,0.0002706566,0.0002099414,0.0006081558,0.0003988214],"domain_scores_gemma":[0.9989775,0.0000480368,0.0000574003,0.0004512354,0.0002990757,0.0001667398],"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":[0.0002030127,0.0005088357,0.006088649,0.000498649,0.0002130398,0.000004236913,0.001190433,0.000008400708,0.5763265,0.001040292,0.3866427,0.02727522],"study_design_scores_gemma":[0.0006156221,0.001041756,0.003529024,0.00003266584,0.000008695764,0.000007782707,0.0002961376,0.0004345648,0.4242319,0.0005613668,0.5690709,0.0001695811],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9520413,0.0007000123,0.002690464,0.001523719,0.0002747015,0.0002773968,0.00003488233,0.00001843523,0.04243913],"genre_scores_gemma":[0.9924102,0.0007357612,0.001703221,0.0003926564,0.0004316286,0.000006230878,0.000028905,0.00001538731,0.004276042],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1824282,"threshold_uncertainty_score":0.3265832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03259136143572765,"score_gpt":0.3379733175046726,"score_spread":0.3053819560689449,"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."}}