{"id":"W4284700758","doi":"10.1371/journal.pbio.3001689","title":"Sticky Pi is a high-frequency smart trap that enables the study of insect circadian activity under natural conditions","year":2022,"lang":"en","type":"article","venue":"PLoS Biology","topic":"Insect Pheromone Research and Control","field":"Agricultural and Biological Sciences","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canada's Michael Smith Genome Sciences Centre; Agriculture and Agri-Food Canada; University of British Columbia","funders":"Dalhousie University; Human Frontier Science Program; University of the Fraser Valley; Canada Research Chairs; Imperial College London; Agriculture and Agri-Food Canada; Francis Crick Institute; Compute Canada","keywords":"Biology; Circadian rhythm; Insect; Trap (plumbing); Ecology; Endocrinology; Physics","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":[0.0003713123,0.0006213235,0.0004940644,0.0008553329,0.0003897132,0.0003412934,0.001183938,0.0006615155,0.00364222],"category_scores_gemma":[0.0008168973,0.0004118538,0.0005443453,0.000486699,0.0003482429,0.0005819466,0.00104263,0.0005858612,0.0009952688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002657662,"about_ca_system_score_gemma":0.0004946311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001634428,"about_ca_topic_score_gemma":0.004065665,"domain_scores_codex":[0.9996048,0.00002373857,0.00001609823,0.0001263631,0.0001943645,0.00003474477],"domain_scores_gemma":[0.9993322,0.0001818565,0.0001748121,0.00009621827,0.0001045884,0.0001102819],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0009733464,0.0003384874,0.04240984,0.001724318,0.0002662487,0.0007157584,0.0006653414,0.004908215,0.4414933,0.002400708,0.03001783,0.4740865],"study_design_scores_gemma":[0.0004649621,0.004413469,0.3371935,0.0006467548,0.000826522,0.007447129,0.0006297881,0.1635553,0.2641189,0.005896558,0.2140567,0.0007504411],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4373006,0.004814092,0.4942027,0.0005857657,0.0009978298,0.001487624,0.01983209,0.01777753,0.02300175],"genre_scores_gemma":[0.5932043,0.001450449,0.3851151,0.000844844,0.0002216074,0.001216968,0.005386448,0.0005556496,0.01200465],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00364222,"threshold_uncertainty_score":0.0121845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0501631380736739,"score_gpt":0.2539189351439572,"score_spread":0.2037557970702833,"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."}}