{"id":"W175044533","doi":"10.1007/978-94-007-7155-0_34","title":"Contextual Considerations in Probabilistic Situations: An Aid or a Hindrance?","year":2013,"lang":"en","type":"book-chapter","venue":"Advances in mathematics education","topic":"Philosophy and History of Science","field":"Arts and Humanities","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University; University of Ontario Institute of Technology","funders":"","keywords":"Probabilistic logic; Computer science; Psychology; Artificial intelligence","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001938402,0.0002235516,0.00030236,0.0003070763,0.0002195472,0.0001393891,0.0001804248,0.00008739102,0.006319183],"category_scores_gemma":[0.0002278724,0.0002000039,0.00003762311,0.00002148337,0.000547016,0.00126516,0.00001664212,0.0002438358,0.0003203812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002187226,"about_ca_system_score_gemma":0.0005200645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003733048,"about_ca_topic_score_gemma":0.01034426,"domain_scores_codex":[0.9987221,0.00001874508,0.0005756757,0.0003124615,0.0002161211,0.0001548311],"domain_scores_gemma":[0.9988515,0.0002763386,0.000314601,0.0003153755,0.0001881758,0.00005401694],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000002545846,0.0002362256,0.000001067221,0.0001696079,0.000002519885,0.000001295458,0.03276564,0.00003823352,0.000001541684,0.9635144,0.0005822884,0.00268464],"study_design_scores_gemma":[0.0001206556,0.00006026457,0.000003434936,0.0005500471,0.0000127434,0.000005518556,0.002073256,0.0001811418,5.953545e-7,0.8746228,0.1221381,0.0002314848],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000408046,0.002161724,0.00005158041,0.0004716493,0.0009836077,0.0009899838,0.00003218049,0.00004288361,0.9948583],"genre_scores_gemma":[0.1416205,0.0009840003,0.01429261,0.0008982892,0.001371889,0.0009834549,0.0001854697,0.00009503349,0.8395687],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1552896,"threshold_uncertainty_score":0.9945891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07306757684054346,"score_gpt":0.2957742064523156,"score_spread":0.2227066296117722,"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."}}