{"id":"W3130804361","doi":"10.1007/s11858-021-01232-7","title":"Collaborative problem solving in a choice-affluent environment","year":2021,"lang":"en","type":"article","venue":"ZDM","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Resource (disambiguation); The Internet; Gaze; Collective intelligence; Sociology; Computer science; Knowledge management; Psychology; Mathematics education; World Wide Web; 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":[0.0009736632,0.0001115684,0.0001701644,0.0000762998,0.00008109661,0.00002359601,0.00008271912,0.00008110559,0.002212718],"category_scores_gemma":[0.0001645481,0.0001118505,0.00002874264,0.000362736,0.00004209027,0.00003583213,0.00005078202,0.0004369212,0.0003534778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001059034,"about_ca_system_score_gemma":0.0000493966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009682222,"about_ca_topic_score_gemma":0.00002684586,"domain_scores_codex":[0.9979066,0.001167667,0.0002144919,0.0003246267,0.0001182527,0.000268376],"domain_scores_gemma":[0.9993966,0.0002137723,0.00007788997,0.0002423952,0.00003666149,0.00003265833],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001485283,0.002059359,0.4526159,0.00008380959,0.0003894756,0.0008019324,0.1833764,0.001476689,0.05233354,0.06311527,0.02656187,0.2170373],"study_design_scores_gemma":[0.001160206,0.000110128,0.525642,0.00006709666,0.00001139508,0.00001459582,0.00431843,0.00004760114,0.001294722,0.0009216706,0.4661298,0.0002824542],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8028518,0.001016062,0.007637312,0.001413648,0.0005904943,0.0002560218,0.000006448762,0.00008514932,0.1861431],"genre_scores_gemma":[0.9341617,0.000009616776,0.0445179,0.0006568588,0.0001899819,0.0000737121,0.00001840043,0.00003324299,0.0203386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4395679,"threshold_uncertainty_score":0.9986994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02691046888315869,"score_gpt":0.3559121858437219,"score_spread":0.3290017169605632,"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."}}