{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03531065,0.0007647539,0.0005807299,0.001567895,0.01092172,0.01257777,0.001643194,0.003702677,0.002628441],"category_scores_gemma":[0.03203597,0.001083667,0.0005827031,0.0009174175,0.07751439,0.01108066,0.009858523,0.005039259,0.0003453074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005355671,"about_ca_system_score_gemma":0.002913518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001988019,"about_ca_topic_score_gemma":0.002203755,"domain_scores_codex":[0.9244307,0.06539014,0.00109678,0.002154637,0.005576415,0.001351331],"domain_scores_gemma":[0.9575741,0.03494064,0.002095392,0.002952002,0.00161547,0.0008223852],"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":[0.00005334496,0.00002859852,0.001255131,0.0001387686,0.00001312288,0.0003456112,0.397135,0.0006407992,0.001068095,0.5867119,0.001036477,0.01157324],"study_design_scores_gemma":[0.0000538908,0.0002565157,0.0010486,0.0008069075,0.00002979569,0.001390189,0.4845631,0.002025374,0.002436232,0.2487441,0.2585365,0.0001088102],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.4486347,0.006270234,0.2067099,0.05285667,0.0005992669,0.0002656579,0.00004610017,0.0001837759,0.2844336],"genre_scores_gemma":[0.9811496,0.0007375648,0.01078601,0.00162718,0.00003386395,0.0001264858,0.000006151137,0.00007105854,0.005461976],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03531065,"threshold_uncertainty_score":0.1867428,"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."}}