{"id":"W4401428746","doi":"10.1098/rstb.2023.0285","title":"A practitioner’s field guide to the behaviour settings method","year":2024,"lang":"en","type":"article","venue":"Philosophical Transactions of the Royal Society B Biological Sciences","topic":"Psychology of Social Influence","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge","funders":"International Society for Human Ethology; Social Sciences and Humanities Research Council of Canada; Natural Sciences and Engineering Research Council of Canada; University of Lethbridge","keywords":"Field (mathematics); Theme (computing); Context (archaeology); Epistemology; Replicate; Psychology; Sociology; Management science; Data science; Computer science; Engineering; Mathematics; History; World Wide Web","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003679251,0.0001461231,0.0001905484,0.00002563943,0.002605988,0.0001414031,0.001390597,0.0002997746,0.0005081277],"category_scores_gemma":[0.0007476314,0.00007503607,0.0005576808,0.001316102,0.0025129,0.0001607716,0.00006303684,0.0006303696,0.00004811712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009052968,"about_ca_system_score_gemma":0.0001915456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001709996,"about_ca_topic_score_gemma":0.00007415577,"domain_scores_codex":[0.9975306,0.0005887307,0.0003341166,0.0004820694,0.0006255654,0.0004388796],"domain_scores_gemma":[0.9975544,0.001897178,0.00008110595,0.0002243233,0.00009567224,0.0001473069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001376924,0.001377607,0.01008137,0.000099263,0.0006809077,0.00001324,0.06769175,0.01136427,0.004578714,0.6653875,0.1515508,0.08703694],"study_design_scores_gemma":[0.00036204,0.00132405,0.01511778,0.0003677899,0.0003186255,0.00001952951,0.01472518,0.00410184,0.002060773,0.3990656,0.5614135,0.001123274],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02093518,0.0004175382,0.09182842,0.8638012,0.001539452,0.0006670753,0.00004940046,0.0002451537,0.02051656],"genre_scores_gemma":[0.9803586,0.0001000216,0.009610537,0.008691253,0.0004846375,0.0000691233,4.202907e-7,0.000005423224,0.0006800077],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9594234,"threshold_uncertainty_score":0.9986925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07062145334431894,"score_gpt":0.4154969304020795,"score_spread":0.3448754770577606,"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."}}