{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003272124,0.0001439389,0.0001226256,0.0002015468,0.0002971345,0.0004320813,0.0002682243,0.00005442629,0.001265908],"category_scores_gemma":[0.00002245895,0.0001303447,0.00002643489,0.0008844861,0.0000324024,0.001265773,0.000158894,0.00007432613,0.003039819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001478458,"about_ca_system_score_gemma":0.000007820502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001966709,"about_ca_topic_score_gemma":0.0006809719,"domain_scores_codex":[0.9990091,0.000004917102,0.0001925513,0.0003336622,0.0001946243,0.0002651844],"domain_scores_gemma":[0.9992378,0.00000643267,0.00007863504,0.0003945316,0.000267661,0.00001494862],"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":[0.0003825063,0.0003900796,0.04466606,0.0006035345,0.0001212144,0.00001981422,0.001983855,0.00009159817,0.00729135,0.2799352,0.4098991,0.2546157],"study_design_scores_gemma":[0.0003537205,0.00003782006,0.03018112,0.00002369597,0.0000320406,0.000001242909,0.001087262,0.004082838,0.0004334675,0.003203633,0.9601767,0.0003864264],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8371915,0.00000767237,0.001034428,0.01242102,0.0007664833,0.0002999919,8.627213e-7,0.0004382466,0.1478397],"genre_scores_gemma":[0.9382351,5.203095e-7,0.00207667,0.04975415,0.00668062,0.00001272094,0.00008077286,0.00003819223,0.003121271],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5502777,"threshold_uncertainty_score":0.9996471,"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."}}