{"id":"W3193303189","doi":"10.48550/arxiv.2108.08145","title":"Active Observer Visual Problem-Solving Methods are Dynamically Hypothesized, Deployed and Tested","year":2021,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Spatial Cognition and Navigation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Observer (physics); Computer science; Relevance (law); Variety (cybernetics); Cognition; Representation (politics); Artificial intelligence; Cognitive architecture; Machine learning; Human–computer interaction; Psychology","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":[0.002406941,0.0005393478,0.0003952146,0.0003122426,0.0002756836,0.001595675,0.001436884,0.0008041839,0.003218948],"category_scores_gemma":[0.01158735,0.000451813,0.0003380216,0.0002658105,0.001355391,0.002740663,0.001381217,0.001306096,0.0005909165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006170118,"about_ca_system_score_gemma":0.0008826711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001334821,"about_ca_topic_score_gemma":0.00174932,"domain_scores_codex":[0.9985079,0.000497077,0.00007833566,0.0005604273,0.0002586161,0.00009757225],"domain_scores_gemma":[0.9909906,0.004384217,0.001126801,0.002146124,0.0008104961,0.000541673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.003148379,0.002946727,0.07969511,0.0009280138,0.0004696357,0.0003429837,0.006949895,0.1288207,0.3087602,0.09723797,0.003715337,0.366985],"study_design_scores_gemma":[0.0002250621,0.002788466,0.02235038,0.0000817518,0.0001125885,0.0002015574,0.001210378,0.8079607,0.09766914,0.05699651,0.01031838,0.00008509172],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6663753,0.00008623864,0.3243724,0.0002133173,0.00003128362,0.0001039398,0.00008706933,0.001162277,0.007568121],"genre_scores_gemma":[0.8869011,0.00006401231,0.1105625,0.0000627617,0.00000807536,0.00008271873,0.0001833526,0.0001525856,0.001982952],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003218948,"threshold_uncertainty_score":0.01272929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0615149002700407,"score_gpt":0.218520456050207,"score_spread":0.1570055557801663,"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."}}