{"id":"W2883818666","doi":"10.26786/1920-7603(2018)11","title":"False-colour photography: a novel digital approach to visualize the bee view of flowers","year":2018,"lang":"en","type":"article","venue":"Journal of Pollination Ecology","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Photography; Trichromacy; Artificial intelligence; Spectral sensitivity; Computer vision; Digital photography; Ultraviolet light; Optics; Ultraviolet; Colour Vision; Sensitivity (control systems); Color vision; Computer science; Biology; Remote sensing; Wavelength; Art; Visual arts; Physics; Geology; Optoelectronics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004394919,0.0005575151,0.0002398048,0.002333428,0.0003129346,0.001110987,0.000757977,0.0006825816,0.009007527],"category_scores_gemma":[0.001083495,0.0004212786,0.0003997447,0.0008437193,0.0004394942,0.001447527,0.001492061,0.0009639532,0.001779996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002447545,"about_ca_system_score_gemma":0.0003228807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000511685,"about_ca_topic_score_gemma":0.001025332,"domain_scores_codex":[0.999742,0.00005611258,0.00001720559,0.00005832944,0.00009393765,0.00003252118],"domain_scores_gemma":[0.9994609,0.0001606311,0.0000475919,0.0001472964,0.0001312934,0.00005240654],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004761018,0.0000956129,0.002804232,0.001208297,0.00006568459,0.001242749,0.0009206423,0.001969521,0.6523836,0.01699797,0.01359935,0.3082362],"study_design_scores_gemma":[0.0001743309,0.0009878611,0.04293863,0.0006959051,0.0002942146,0.02216137,0.001308755,0.07299985,0.5073959,0.02105144,0.3295662,0.0004255086],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05615887,0.003136519,0.9132943,0.0006327914,0.0005288052,0.0003867461,0.001388512,0.003126538,0.0213469],"genre_scores_gemma":[0.1439835,0.002249454,0.8429991,0.0004238346,0.000242123,0.0003656877,0.0008380712,0.0006033919,0.008294761],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009007527,"threshold_uncertainty_score":0.03013313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04173331075544315,"score_gpt":0.2531653255110278,"score_spread":0.2114320147555846,"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."}}