{"id":"W7096929722","doi":"","title":"BY LIHONGZHAI","year":2014,"lang":"en","type":"article","venue":"","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Diffuser (optics); Work (physics); Scientific discovery","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009962531,0.001044969,0.0007222532,0.001363242,0.002343808,0.006996225,0.001612359,0.002608016,0.4891805],"category_scores_gemma":[0.003563823,0.0004409317,0.0008084359,0.002031163,0.001265352,0.004753485,0.004067384,0.003448807,0.326191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001343126,"about_ca_system_score_gemma":0.003696148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002222738,"about_ca_topic_score_gemma":0.003961094,"domain_scores_codex":[0.9987608,0.0001551461,0.00008369226,0.0003639627,0.0004787613,0.0001576551],"domain_scores_gemma":[0.9989472,0.0001399764,0.00005394808,0.000193323,0.0003770406,0.0002885935],"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":[0.0000540015,0.00002907082,0.0004659422,0.0005714936,0.00001942395,0.000235333,0.0005210704,0.00009866856,0.0008591813,0.03416676,0.7103098,0.2526692],"study_design_scores_gemma":[0.000002838192,0.000006005926,0.000125634,0.00005795549,0.000002486904,0.00006359893,0.00007551192,0.00002680813,0.00008324216,0.001217633,0.9983348,0.000003545035],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00153234,0.02178822,0.005491963,0.0261386,0.02268356,0.0001589141,0.001997101,0.00192274,0.9182865],"genre_scores_gemma":[0.005330595,0.007882938,0.001716805,0.004281334,0.001112311,0.00009773852,0.001225933,0.000322621,0.9780297],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5108195,"threshold_uncertainty_score":0.728622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008556192769729343,"score_gpt":0.2623476940824589,"score_spread":0.2537915013127296,"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."}}