{"id":"W3132319119","doi":"10.1093/biosci/biab008","title":"Beyond Standardization: Improving External Validity and Reproducibility in Experimental Evolution","year":2021,"lang":"en","type":"article","venue":"BioScience","topic":"Evolution and Genetic Dynamics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Standardization; Reproducibility; External validity; Credibility; Context (archaeology); Management science; Homogenization (climate); Diversity (politics); Computer science; Biochemical engineering; Epistemology; Psychology; Ecology; Social psychology; Biology; Sociology; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.6781338,0.002371532,0.004023741,0.007153381,0.004491055,0.01218547,0.006933574,0.005062022,0.003064422],"category_scores_gemma":[0.8589948,0.001648033,0.003648284,0.007784937,0.04088444,0.01563434,0.01962463,0.009085299,0.0007564332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008903125,"about_ca_system_score_gemma":0.01204144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001958765,"about_ca_topic_score_gemma":0.001468857,"domain_scores_codex":[0.179474,0.7054401,0.03862835,0.02366446,0.05012906,0.002663979],"domain_scores_gemma":[0.0602601,0.6665233,0.03933707,0.1814655,0.0507605,0.001653608],"domain_codex":"methods","domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001167225,0.000285686,0.03378354,0.004627194,0.002484113,0.0003767989,0.0258534,0.009502433,0.002467006,0.6847095,0.006939811,0.2278033],"study_design_scores_gemma":[0.0003752911,0.0006464024,0.01713595,0.004561453,0.0008236954,0.0002546979,0.002667752,0.01671546,0.006019943,0.9257959,0.02465359,0.0003498199],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04370594,0.00442286,0.8763897,0.03312704,0.002550138,0.003705885,0.000324438,0.0008599245,0.03491412],"genre_scores_gemma":[0.7061415,0.000853108,0.2769639,0.005791118,0.001491743,0.006438799,0.0002799366,0.0005889241,0.001450957],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3218662,"threshold_uncertainty_score":0.3969183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0126609636381234,"score_gpt":0.2762694940245541,"score_spread":0.2636085303864307,"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."}}