{"id":"W4383683062","doi":"10.1145/3563657.3596081","title":"Turner Boxes and Bees: From Ambivalence to Diffraction","year":2023,"lang":"en","type":"article","venue":"","topic":"Insect and Arachnid Ecology and Behavior","field":"Biochemistry, Genetics and Molecular Biology","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Social Sciences and Humanities Research Council of Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Ambivalence; Negotiation; Interdependence; Context (archaeology); Resource (disambiguation); Sociology; Computer science; Psychology; Social psychology; Biology; Social science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000417312,0.00005711813,0.00004913897,0.00002234304,0.00007034675,0.00001073111,0.00004369496,0.00008265681,0.00009762523],"category_scores_gemma":[0.0000162481,0.00004799641,0.00001973831,0.00004896451,0.00002225207,0.000002343064,0.00005764678,0.00003492874,0.0001169966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001839223,"about_ca_system_score_gemma":0.000006053582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000062835,"about_ca_topic_score_gemma":0.000147963,"domain_scores_codex":[0.9996156,0.0000108789,0.00005719783,0.0001712084,0.00003033164,0.0001147713],"domain_scores_gemma":[0.9998353,0.000007179492,0.00001093502,0.00009220351,0.00001222697,0.00004213658],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00002310658,0.00001576884,0.02697184,0.000001556,0.000006393635,0.000002921073,0.00003866541,0.000002185478,0.9620265,0.00001839036,0.007509212,0.003383469],"study_design_scores_gemma":[0.0001922945,0.0001730744,0.5303996,0.000003958346,0.00001307238,0.000003829598,0.0001488283,0.00002102764,0.4524627,0.00009997501,0.01633625,0.0001454022],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998937,0.00003637714,0.00008318851,0.0003498092,0.0001503488,0.00005794195,0.00001148706,0.00002670145,0.0003471307],"genre_scores_gemma":[0.9929143,0.00008718325,0.0001528057,0.0005882708,0.0001408399,0.00001548163,0.0000967279,0.000005394312,0.005999012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5095638,"threshold_uncertainty_score":0.1957237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0112198035368974,"score_gpt":0.2621377190197736,"score_spread":0.2509179154828762,"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."}}