{"id":"W2152507443","doi":"10.1038/nprot.2007.56","title":"A simple, robust and semi-automated parasite egg isolation protocol","year":2007,"lang":"en","type":"article","venue":"Nature Protocols","topic":"Nematode management and characterization studies","field":"Agricultural and Biological Sciences","cited_by":72,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"McMaster University","keywords":"Parasite hosting; Feces; Centrifugation; Digital polymerase chain reaction; Isolation (microbiology); Biology; Chromatography; Protocol (science); Computer science; Microbiology; Chemistry; Polymerase chain reaction; Pathology; Genetics; Medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.001883463,0.001868581,0.001756012,0.002130286,0.001818366,0.00125459,0.002549166,0.001136415,0.007695283],"category_scores_gemma":[0.00240502,0.001353717,0.0011431,0.0009955547,0.0009319559,0.0009910001,0.002569378,0.003321107,0.01598176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000384382,"about_ca_system_score_gemma":0.001699247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007009563,"about_ca_topic_score_gemma":0.002749764,"domain_scores_codex":[0.9965193,0.0005233057,0.0005947427,0.0006741554,0.001406407,0.0002820964],"domain_scores_gemma":[0.9980977,0.0003942406,0.0001633507,0.0006831389,0.0005091314,0.0001524235],"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":[0.00009170998,0.0001056332,0.0002288456,0.0002189336,0.00002019774,0.00009304268,0.00007280612,0.0001347913,0.9808401,0.0004282254,0.003051666,0.01471396],"study_design_scores_gemma":[0.0001057049,0.0006665454,0.006351426,0.0001227981,0.0001824287,0.001356091,0.00009416597,0.004120865,0.8656589,0.001751692,0.1194033,0.0001860687],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"protocol","genre_scores_codex":[0.02993662,0.001217309,0.9401916,0.0004042007,0.0007616049,0.008444874,0.004830248,0.007050703,0.007162685],"genre_scores_gemma":[0.05298126,0.001816732,0.8774587,0.000619975,0.0002454593,0.02333779,0.01757733,0.002078934,0.02388379],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.007695283,"threshold_uncertainty_score":0.02574331,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02175926195478218,"score_gpt":0.3189683710704382,"score_spread":0.297209109115656,"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."}}