{"id":"W4391616192","doi":"10.18260/1-2--43655","title":"Incorporation of Student-Generated Problems in an Online Textbook","year":2024,"lang":"en","type":"article","venue":"","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Computer science; Mathematics education; Psychology","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":[0.003176275,0.0007306162,0.0007582031,0.002106965,0.0006042945,0.004951227,0.002796317,0.001017787,0.01031288],"category_scores_gemma":[0.02236477,0.0005470031,0.0005551682,0.001444502,0.0005974777,0.002333646,0.003710118,0.001355809,0.003205605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001167469,"about_ca_system_score_gemma":0.001222507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000209281,"about_ca_topic_score_gemma":0.0009383552,"domain_scores_codex":[0.9953767,0.001740598,0.0003548314,0.0007076684,0.001604327,0.000215815],"domain_scores_gemma":[0.9818049,0.008537221,0.001420347,0.003646757,0.003132269,0.001458517],"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":[0.0003353283,0.006279317,0.01586076,0.0008912763,0.00005360591,0.001278865,0.01346644,0.004014516,0.02552897,0.007597184,0.01064431,0.9140494],"study_design_scores_gemma":[0.0006888295,0.008010656,0.08872354,0.001974641,0.0003785999,0.005871734,0.01541486,0.07075363,0.1172256,0.02504456,0.6654267,0.0004867977],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.7310671,0.0005167296,0.1872008,0.001049524,0.0005298451,0.001721804,0.0004271508,0.006235466,0.07125155],"genre_scores_gemma":[0.5272493,0.0003899136,0.4222545,0.0003020232,0.0001139207,0.000798688,0.0008861038,0.0009808004,0.04702462],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01031288,"threshold_uncertainty_score":0.03450006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1697039894353391,"score_gpt":0.4591294103031071,"score_spread":0.289425420867768,"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."}}