{"id":"W2049669046","doi":"10.1016/j.molbiopara.2011.07.007","title":"Comparison of molecular and McMaster microscopy techniques to confirm the presence of naturally acquired strongylid nematode infections in sheep","year":2011,"lang":"en","type":"article","venue":"Molecular and Biochemical Parasitology","topic":"Helminth infection and control","field":"Veterinary","cited_by":44,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Australian Research Council; Murdoch University; McMaster University","keywords":"Biology; Nematode; Microscopy; Zoology; Computational biology; Pathology; Ecology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001001012,0.0001387027,0.0003364293,0.00008858519,0.00002867491,0.000008033509,0.0001290861,0.0001759412,0.00003891498],"category_scores_gemma":[0.00008165249,0.0001080053,0.00005445193,0.0001318268,0.0002987002,0.00002781975,0.0001085185,0.0001360047,0.000001850465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000077925,"about_ca_system_score_gemma":0.00001458744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002262485,"about_ca_topic_score_gemma":0.00001918483,"domain_scores_codex":[0.9990145,0.0001267771,0.0003458845,0.0002425303,0.00008052401,0.0001898078],"domain_scores_gemma":[0.9995264,0.00006183871,0.00009031469,0.0001915196,0.00006213568,0.00006782502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002536536,0.0001420221,0.03693695,0.00003761755,0.0000289401,0.00001460191,0.0003547753,6.180478e-7,0.9608988,0.0006316868,0.00006617976,0.0006341361],"study_design_scores_gemma":[0.0003308477,0.0006035767,0.01243964,0.00003170011,0.00002669574,0.000103017,0.00009355184,0.00007645441,0.9858426,0.000176913,0.0001632927,0.0001117363],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948583,0.0004883865,0.003055854,0.0002247581,0.0000406666,0.0003453713,0.00000542522,0.00002067639,0.0009605164],"genre_scores_gemma":[0.9989132,0.000004552332,0.0007586022,0.0002566731,0.000006104193,0.0000433075,0.000002716059,0.0000090616,0.000005791298],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02494375,"threshold_uncertainty_score":0.4404328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0294221684978392,"score_gpt":0.3669558284777546,"score_spread":0.3375336599799154,"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."}}