{"id":"W4411618313","doi":"10.51847/n6t2aousii","title":"10.51847/N6T2AOUSII","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Problem Solving Skills Development","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Psychology; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003522115,0.0001577003,0.0002112486,0.00008489232,0.0004231415,0.000009370242,0.000285008,0.0001400339,0.9979233],"category_scores_gemma":[0.0001138107,0.0001493293,0.00003794063,0.0002649338,0.00001951662,0.00007447123,0.0001205185,0.0003079797,0.998264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002015143,"about_ca_system_score_gemma":0.0002308143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006805338,"about_ca_topic_score_gemma":0.000001497135,"domain_scores_codex":[0.9983091,0.0001640825,0.0003843941,0.0002853482,0.0002313115,0.0006257377],"domain_scores_gemma":[0.9990426,0.0001882181,0.00005358241,0.0003981332,0.00007838779,0.0002390875],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005217246,0.00004349426,0.00002211408,0.00002908676,0.00001748094,0.000006513755,0.0003380324,0.00001932723,0.00004494658,0.000006419974,0.3044,0.6950204],"study_design_scores_gemma":[0.0002779384,0.00005129795,0.0009315108,0.0001229024,0.000007506129,0.000001691687,0.00000300485,0.00002657441,0.000004980471,0.0000141825,0.9983659,0.0001924995],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002484994,0.00003923803,0.000001695902,0.001628332,0.0000144911,0.0006290668,0.00001151026,0.0003669019,0.9948238],"genre_scores_gemma":[0.0003077456,0.000001153082,0.001231133,0.001087577,0.0001631478,0.0001617072,0.00001910857,0.00004291148,0.9969855],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6948279,"threshold_uncertainty_score":0.6089472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01713309676011909,"score_gpt":0.2906559008165028,"score_spread":0.2735228040563837,"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."}}