{"id":"W7084136797","doi":"10.6084/m9.figshare.29957907","title":"Comparing Humeral Kinematic Variability During Farm Task Performance Between Laboratory and Field Agricultural Settings in Saskatchewan","year":2025,"lang":"en","type":"article","venue":"Figshare","topic":"Plant Pathogens and Resistance","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Task (project management); Work (physics); Kinematics; Agriculture; Agricultural machinery; Workload; Combine harvester; Rotation (mathematics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008932574,0.0001178597,0.0001946783,0.00001165582,0.0001625219,0.00005675498,0.000148783,0.00008577915,0.0009279462],"category_scores_gemma":[0.0001455333,0.00004835503,0.00002951843,0.0003024961,0.000007027803,0.00008803211,0.0001076537,0.0001670325,0.00001306876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002514501,"about_ca_system_score_gemma":0.00000921524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003290553,"about_ca_topic_score_gemma":0.0007376362,"domain_scores_codex":[0.9992195,0.00004702448,0.0001918535,0.0002389732,0.00008575204,0.0002168353],"domain_scores_gemma":[0.9995911,0.0002249294,0.00005794904,0.00004394822,0.0000366108,0.00004551385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002986832,0.00006368862,0.649833,0.001371567,0.00002603516,0.00001894209,0.0002785753,0.00002766632,0.3339422,0.000007658298,0.005504719,0.008896055],"study_design_scores_gemma":[0.00009736053,0.00001433608,0.9933168,0.001038787,0.000004228571,0.000001414018,0.0002230876,0.00006091246,0.00324789,0.000008316953,0.00185901,0.0001278537],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862313,0.0001024911,3.892794e-8,0.0002106941,0.00001766311,0.0001475001,0.01256874,0.00004004219,0.0006814867],"genre_scores_gemma":[0.9951553,0.000002956794,0.00002165246,0.00009916347,0.00006576495,0.00002889989,0.004486963,4.50293e-7,0.0001388582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3434838,"threshold_uncertainty_score":0.9999853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01215772140036455,"score_gpt":0.2007521902289151,"score_spread":0.1885944688285505,"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."}}