{"id":"W2162460951","doi":"10.1525/auk.2009.126.4.2","title":"Does a lack of design and repeatability compromise scientific criticism? A response to Smith et al. (2009)","year":2009,"lang":"en","type":"article","venue":"The Auk","topic":"Isotope Analysis in Ecology","field":"Environmental Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"University of Colorado Denver","keywords":"Compromise; Repeatability; Criticism; Mathematics; Political science; Law; Statistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2569484,0.002408104,0.003862279,0.003086718,0.008586679,0.01325066,0.009219043,0.05937673,0.00487467],"category_scores_gemma":[0.5074281,0.001667184,0.003947285,0.00315919,0.02874806,0.01919406,0.009846779,0.07191876,0.006031241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009275784,"about_ca_system_score_gemma":0.01609727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004355373,"about_ca_topic_score_gemma":0.005079042,"domain_scores_codex":[0.7488508,0.1100982,0.03039193,0.0302708,0.0759659,0.004422361],"domain_scores_gemma":[0.3488333,0.4330869,0.03098167,0.02763268,0.1475334,0.0119321],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001672638,0.00009561446,0.001195985,0.001107601,0.0002062487,0.00040886,0.006368361,0.0002372046,0.0007629738,0.01960341,0.9306358,0.03921085],"study_design_scores_gemma":[0.0001511079,0.0002578358,0.001612864,0.002858026,0.0001391173,0.001042798,0.004885564,0.000602913,0.001192296,0.0512087,0.9357576,0.0002911196],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002596312,0.002417462,0.0020731,0.9763836,0.01819734,0.00004344339,0.00004195994,0.00008932428,0.0004942655],"genre_scores_gemma":[0.003437453,0.001011252,0.003849766,0.9774401,0.01290533,0.0001703683,0.00002240349,0.00009859492,0.001064755],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.7430515,"threshold_uncertainty_score":0.9163148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02912212682131077,"score_gpt":0.3014923605655563,"score_spread":0.2723702337442456,"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."}}