{"id":"W4200096939","doi":"10.1002/essoar.10508839.1","title":"Did the Global Wheat Head Challenges solve wheat head counting ?","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Cassava research and cyanide","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Head (geology); Computer science; Electronic mail; World Wide Web; Biology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.003486756,0.00176412,0.0008457853,0.0006690128,0.0007056927,0.002114175,0.001146952,0.002604815,0.003479398],"category_scores_gemma":[0.008547429,0.0004170718,0.000933662,0.001140235,0.001007999,0.002941984,0.001764682,0.002276259,0.003458974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007743794,"about_ca_system_score_gemma":0.001109864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009941135,"about_ca_topic_score_gemma":0.02270125,"domain_scores_codex":[0.9979874,0.0003916713,0.00006323768,0.001085815,0.0002849173,0.0001869056],"domain_scores_gemma":[0.9980412,0.0006536486,0.0001266774,0.0005500083,0.0004228856,0.0002056325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007549278,0.0002087248,0.06019834,0.0007739267,0.000501324,0.000454924,0.0008254738,0.03341755,0.01814836,0.0155497,0.22924,0.6399268],"study_design_scores_gemma":[0.0003159425,0.0007411444,0.09054893,0.0004579206,0.0004070229,0.002202035,0.004319923,0.4104189,0.03292359,0.1088602,0.3485176,0.0002867373],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.453624,0.012071,0.3907788,0.06070658,0.005852789,0.0002822504,0.02118705,0.01530894,0.04018874],"genre_scores_gemma":[0.6126292,0.002535012,0.3219255,0.006578696,0.001083195,0.0001731845,0.03299933,0.002802438,0.01927351],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009941135,"threshold_uncertainty_score":0.01976651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08993006836442438,"score_gpt":0.3072528343184587,"score_spread":0.2173227659540344,"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."}}