{"id":"W2769365142","doi":"","title":"Gestures: A Mode of Conceptualization in Science Gestures: A Mode of Conceptualization in Science","year":2003,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Conceptualization; Gesture; Deixis; Process (computing); Psychology; Concept learning; Computer science; Mathematics education; Cognitive science; Linguistics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003553926,0.001322935,0.0006629208,0.003074388,0.003444185,0.01372315,0.001786442,0.004241342,0.01648631],"category_scores_gemma":[0.01136483,0.0008227814,0.001439257,0.002915503,0.01579237,0.0254141,0.006328115,0.004112729,0.001961701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001916665,"about_ca_system_score_gemma":0.00157009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002241668,"about_ca_topic_score_gemma":0.0008323975,"domain_scores_codex":[0.9947644,0.002950805,0.0002803306,0.0007760742,0.0008030231,0.0004252566],"domain_scores_gemma":[0.9953766,0.002320759,0.0003995277,0.0006803889,0.0008645952,0.0003582045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006929969,0.00001304798,0.000692585,0.0001369299,0.00001423462,0.0002271249,0.1041974,0.0002604131,0.005058888,0.8726434,0.001481412,0.01520537],"study_design_scores_gemma":[0.00007389511,0.0001781761,0.003282479,0.0005625791,0.00007847959,0.001421493,0.1077567,0.008604083,0.005801365,0.7706817,0.1013902,0.0001689797],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1195246,0.002135391,0.5992179,0.009785993,0.0006243867,0.0003833715,0.0005970442,0.0009537814,0.2667775],"genre_scores_gemma":[0.9288507,0.0004852785,0.0514539,0.0003671787,0.0001749685,0.0004592216,0.0002547621,0.0004091671,0.01754492],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9965558,"threshold_uncertainty_score":0.05515224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03398780401914002,"score_gpt":0.3478647942942789,"score_spread":0.3138769902751389,"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."}}