{"id":"W171847556","doi":"10.1007/978-94-007-7009-6_1","title":"Toward a Dynamic Theory of Graphing","year":2014,"lang":"en","type":"book-chapter","venue":"","topic":"Innovative Education and Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Representation (politics); Epistemology; Core (optical fiber); Focus (optics); Computer science; Data science; Psychology; Sociology; Mathematics; Philosophy","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":[0.001754952,0.00009699274,0.0001674253,0.0001701391,0.0001673477,0.00003064991,0.0001923773,0.000170331,0.009212143],"category_scores_gemma":[0.0004608346,0.0000876698,0.00007723497,0.00005068286,0.0003542864,0.00006707119,0.00001936666,0.0002877975,0.0001625512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003547475,"about_ca_system_score_gemma":0.000212819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001523492,"about_ca_topic_score_gemma":0.0001624826,"domain_scores_codex":[0.9991564,0.0001443677,0.0001844985,0.0001439846,0.000261633,0.0001091652],"domain_scores_gemma":[0.9987609,0.0004913891,0.0003746924,0.0001223837,0.0002176511,0.00003292371],"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":[0.000004269247,0.000003840284,0.00000833234,0.00001408027,0.00002643151,2.188899e-7,0.00945574,1.933433e-7,0.000002195971,0.9709933,0.001400138,0.01809128],"study_design_scores_gemma":[0.00002891695,0.00001361857,0.00003565478,0.00004316541,0.00001599768,1.86689e-7,0.003120966,0.000001110514,0.000001555978,0.1195834,0.8770531,0.0001022921],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00004198525,0.00009149787,0.002245934,0.001886471,0.0005307192,0.00009002171,0.000001348113,0.00004735015,0.9950647],"genre_scores_gemma":[0.1174902,0.0001064351,0.0003692066,0.0003552672,0.0001478736,0.000001624155,0.000006269616,0.00001396966,0.8815092],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.875653,"threshold_uncertainty_score":0.9916936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08834592913377126,"score_gpt":0.3817163661749884,"score_spread":0.2933704370412171,"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."}}