{"id":"W7098302668","doi":"","title":"COLLABORATION IN GEOMATICS: MOVING FORWARD","year":2012,"lang":"en","type":"article","venue":"","topic":"Plant Taxonomy and Phylogenetics","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geomatics; Work (physics); Field (mathematics); Subject (documents); Key (lock); Selection (genetic algorithm)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04950621,0.001501535,0.001863633,0.006080308,0.02739468,0.03589801,0.005745464,0.0152249,0.01420359],"category_scores_gemma":[0.02367044,0.0006419882,0.00141727,0.01169273,0.04249147,0.03776484,0.02409829,0.01421614,0.00250077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05249741,"about_ca_system_score_gemma":0.1685556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.375462,"about_ca_topic_score_gemma":0.3906631,"domain_scores_codex":[0.9723198,0.01138974,0.0009442735,0.002010525,0.007370517,0.005964919],"domain_scores_gemma":[0.9437882,0.01975316,0.002636907,0.003050296,0.01688865,0.01388279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009510299,0.0001524892,0.004848902,0.002873107,0.00006492292,0.0008108469,0.08055786,0.001143314,0.0006782459,0.5775467,0.09012914,0.2410994],"study_design_scores_gemma":[0.00002377483,0.00008538219,0.003826998,0.003017289,0.00003183424,0.0003854363,0.1292347,0.0005468333,0.000416838,0.1657182,0.6965935,0.0001192914],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01674767,0.1208215,0.02203395,0.7755449,0.006170034,0.0001324188,0.0001276866,0.000268149,0.05815381],"genre_scores_gemma":[0.5667233,0.2164308,0.09516437,0.08495319,0.005449984,0.0003572263,0.0004303206,0.0004044489,0.03008636],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.375462,"threshold_uncertainty_score":0.7465531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02072411433836602,"score_gpt":0.2198091045439236,"score_spread":0.1990849902055576,"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."}}