{"id":"W4390142547","doi":"10.18733/cpi29707","title":"Climbing Back into a Canoe in Deep Water","year":2023,"lang":"en","type":"article","venue":"Cultural and Pedagogical Inquiry","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"University of Alberta","keywords":"Summative assessment; Formative assessment; Perspective (graphical); Test (biology); Mathematics education; Psychology; Pedagogy; Computer science; Artificial intelligence; Geology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.001299065,0.0003375946,0.0002952106,0.000492668,0.01245773,0.003152227,0.000810663,0.002430188,0.02491435],"category_scores_gemma":[0.00450592,0.0002739582,0.0006049838,0.0006810747,0.004066724,0.003913241,0.004384157,0.003807131,0.004492119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002346173,"about_ca_system_score_gemma":0.006542726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05046831,"about_ca_topic_score_gemma":0.1635327,"domain_scores_codex":[0.9989774,0.0002468537,0.00003225533,0.00008872826,0.0002082379,0.0004465213],"domain_scores_gemma":[0.9986665,0.0001890756,0.00007344795,0.000105293,0.0003124571,0.0006530973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007388479,0.001090785,0.03376986,0.0007702677,0.00008036813,0.009291937,0.1232026,0.002590753,0.01247436,0.106763,0.3874504,0.3217768],"study_design_scores_gemma":[0.00004698448,0.0006587004,0.01638863,0.0006015729,0.00002858441,0.0005241096,0.1744763,0.001205711,0.002529779,0.03134247,0.7720914,0.0001056208],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.4236385,0.0007264818,0.01815134,0.08238137,0.004921617,0.0006436862,0.0007127329,0.001278394,0.4675459],"genre_scores_gemma":[0.7335797,0.0008162836,0.01634958,0.00767565,0.0002322479,0.0001329256,0.0003511293,0.0003612189,0.2405013],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05046831,"threshold_uncertainty_score":0.1003491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6922274103173023,"score_gpt":0.5430498434387097,"score_spread":0.1491775668785926,"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."}}