{"id":"W2883668460","doi":"","title":"Coming to an app store near you: Cereal Aphid Manager app!","year":2018,"lang":"en","type":"article","venue":"","topic":"Service and Product Innovation","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Agriculture and Agri-Food Canada","keywords":"Aphid; Computer science; Horticulture; Biology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002936387,0.001404115,0.0005617121,0.001091617,0.001285785,0.002373441,0.0007536472,0.001467212,0.5147607],"category_scores_gemma":[0.002024822,0.000508976,0.0005252826,0.0004200117,0.0001858648,0.002940645,0.002369,0.001028904,0.321547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001780985,"about_ca_system_score_gemma":0.0003593779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001559979,"about_ca_topic_score_gemma":0.007205574,"domain_scores_codex":[0.9998363,0.0000183389,0.000008162413,0.00002140328,0.0000756705,0.00004011585],"domain_scores_gemma":[0.9987761,0.0002546446,0.00006687009,0.00008899068,0.0003577512,0.0004555087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002020625,0.0001082247,0.0009178806,0.0001768109,0.000006964767,0.000312749,0.0003375279,0.000009175467,0.0008964469,0.0001814963,0.9332739,0.0635769],"study_design_scores_gemma":[0.00008239927,0.0002083379,0.006487488,0.0002218896,0.00003933511,0.0008202337,0.001435647,0.0002729128,0.0009393601,0.0008396402,0.9885831,0.00006972199],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0321747,0.003360373,0.0103804,0.009283159,0.006670737,0.00116784,0.01296139,0.05776665,0.8662348],"genre_scores_gemma":[0.03123143,0.001248625,0.007916622,0.005003688,0.001528675,0.0005819728,0.0049561,0.003785881,0.9437469],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5147607,"threshold_uncertainty_score":0.692135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02435885371806728,"score_gpt":0.2507812205270945,"score_spread":0.2264223668090272,"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."}}