{"id":"W4248692360","doi":"10.13033/isahp.y2003.031","title":"MUDDLED MAGNITUDES","year":2003,"lang":"en","type":"article","venue":"ISAHP proceedings","topic":"Augmented Reality Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Geology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002266193,0.000102009,0.00009261897,0.00006717536,0.0001359278,0.0001630926,0.0005944024,0.00004872474,0.00003703044],"category_scores_gemma":[0.00008352102,0.00009613692,0.00003796,0.0004768382,0.00004329336,0.0004389022,0.00009121548,0.0001040928,0.0002797121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003668346,"about_ca_system_score_gemma":0.00003603265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007068364,"about_ca_topic_score_gemma":0.000001273689,"domain_scores_codex":[0.9990785,0.000005912785,0.0001491019,0.0003204682,0.0002077504,0.0002382778],"domain_scores_gemma":[0.9994996,0.000020859,0.00006072177,0.0001995756,0.0001256736,0.0000935986],"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":[5.022703e-7,0.00005722648,0.0004621343,0.00001222061,0.000007488382,7.827416e-7,0.0003864116,0.000002568637,0.004419528,0.9848043,0.00779286,0.002053955],"study_design_scores_gemma":[0.00112416,0.0001356076,0.003304457,0.00005425106,0.0000297865,0.0001926387,0.0004909546,0.009496189,0.08517744,0.1604398,0.7386626,0.0008921406],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02934461,0.0001331496,0.5670435,0.004034399,0.0002037862,0.0004589883,0.00000178673,0.0009688943,0.3978109],"genre_scores_gemma":[0.951744,0.00001369692,0.04556959,0.0007051144,0.00003877349,0.00008911063,8.261777e-7,0.00001143714,0.001827484],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9223993,"threshold_uncertainty_score":0.392035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01359894052660503,"score_gpt":0.2344022009346222,"score_spread":0.2208032604080172,"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."}}