{"id":"W4388938880","doi":"10.1007/s42330-023-00295-w","title":"Understanding Joint Exploration: the Epistemic Positioning Underlying Collaborative Activity in a Secondary Mathematics Classroom","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Science Mathematics and Technology Education","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"National Science Foundation","keywords":"Agency (philosophy); Negotiation; Joint (building); Perspective (graphical); Mathematics education; Discipline; Epistemology; Psychology; Sociology; Computer science; Engineering; Philosophy; Social science; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003210347,0.0002923133,0.0002568479,0.00110388,0.00277695,0.01072202,0.001379168,0.002578161,0.003986991],"category_scores_gemma":[0.0241911,0.000515138,0.0003571597,0.0009195265,0.006869284,0.009965954,0.007243567,0.002214101,0.000456598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001640775,"about_ca_system_score_gemma":0.003449981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01161118,"about_ca_topic_score_gemma":0.01154917,"domain_scores_codex":[0.9964676,0.001829364,0.0001299031,0.0005390107,0.0006351144,0.0003989627],"domain_scores_gemma":[0.986395,0.009223421,0.001402139,0.00115731,0.0009810259,0.0008410591],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002329008,0.0001515513,0.02769628,0.0002027986,0.00003418247,0.0005183221,0.7445619,0.001768121,0.01007977,0.1645049,0.0008654968,0.04938392],"study_design_scores_gemma":[0.00007583202,0.00021063,0.0578847,0.0004786147,0.0001009706,0.0007530416,0.4666056,0.02180028,0.00542985,0.4115879,0.03487884,0.0001938039],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8608314,0.00034022,0.05428505,0.002334645,0.00004854271,0.00005651169,0.00006070629,0.00009532624,0.08194757],"genre_scores_gemma":[0.996011,0.00004380954,0.002946362,0.00002778011,0.000003942715,0.00001360257,0.00001755815,0.00001795287,0.0009179835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01161118,"threshold_uncertainty_score":0.02308714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1803618081748439,"score_gpt":0.3835815448639308,"score_spread":0.2032197366890869,"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."}}