{"id":"W1583041253","doi":"10.1075/gs.4.22ger","title":"Chapter 18. Seeing the graph vs. being the graph","year":2011,"lang":"en","type":"book-chapter","venue":"Gesture studies","topic":"Education and Technology Integration","field":"Social Sciences","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Graph; Computer science; Combinatorics; Mathematics; Theoretical computer science","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":[0.0001735936,0.0004166055,0.0001821032,0.000484335,0.001366137,0.002569254,0.0003045735,0.0007754767,0.01763027],"category_scores_gemma":[0.0004129524,0.0001225156,0.0002099277,0.0004712161,0.002727358,0.002523644,0.0007702205,0.001814048,0.002953811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00136119,"about_ca_system_score_gemma":0.001203379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001906688,"about_ca_topic_score_gemma":0.004391263,"domain_scores_codex":[0.9998674,0.00003444765,0.000004728958,0.00003665682,0.00004151247,0.00001522894],"domain_scores_gemma":[0.9998116,0.0001203453,0.0000100951,0.000009306242,0.00002398353,0.00002468376],"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":[0.00004451063,0.00008005353,0.0009232035,0.0004075523,0.000004471282,0.0002595501,0.02590985,0.0001899891,0.001580517,0.7439854,0.0993559,0.127259],"study_design_scores_gemma":[0.000003400464,0.00002884832,0.001412176,0.0003740701,0.000003446432,0.0004548155,0.00627771,0.000104715,0.0005925167,0.04677629,0.9439662,0.000005977763],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01217289,0.03485267,0.004600495,0.006284591,0.002170287,0.00004132794,0.0001237626,0.00006184039,0.9396922],"genre_scores_gemma":[0.1920475,0.03444581,0.004472111,0.001931218,0.000951156,0.0001159732,0.0002369116,0.0001703407,0.7656291],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01763027,"threshold_uncertainty_score":0.05897915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06109675299785487,"score_gpt":0.320714681515106,"score_spread":0.2596179285172511,"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."}}