{"id":"W3148743184","doi":"10.29173/iasl7533","title":"Inquiry Takes Time","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Presentation (obstetrics); Focus group; Protocol (science); Mathematics education; Process (computing); Focus (optics); Pedagogy; Computer science; Psychology; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":["insufficient_payload"],"category_scores_codex":[0.0004527124,0.00009863244,0.0001327575,0.0000403117,0.0003931259,0.0003432158,0.0002291315,0.0001032733,0.003179596],"category_scores_gemma":[0.0007706087,0.0001010026,0.00004019626,0.0003323551,0.0002871673,0.0003816572,0.00004516394,0.0001547695,0.0008352257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006220554,"about_ca_system_score_gemma":0.0007883443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003927204,"about_ca_topic_score_gemma":0.00001531624,"domain_scores_codex":[0.9987672,0.00002643546,0.0001702869,0.0002705599,0.0004251962,0.0003402973],"domain_scores_gemma":[0.9983106,0.00005422499,0.00004003361,0.00005419139,0.001335101,0.0002058868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000004130112,0.00008838198,0.002086978,0.00001808219,0.00001184767,0.000005250878,0.8120286,2.166598e-8,0.000237981,0.1475026,0.02790211,0.01011399],"study_design_scores_gemma":[0.0001168287,0.00002016354,0.002392377,0.00007341836,0.00001022247,0.000004803389,0.5094689,0.000006924343,0.001111165,0.03466764,0.4518688,0.0002588159],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6019965,0.0001319272,0.0001829851,0.03866442,0.0008164333,0.0001586726,0.000006435944,0.0003427997,0.3576998],"genre_scores_gemma":[0.9687939,0.00004497184,0.002201494,0.002403809,0.0004024635,0.00001883057,0.000006698979,0.000008260421,0.02611961],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4239667,"threshold_uncertainty_score":0.9999427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05234342523485896,"score_gpt":0.3392710676021563,"score_spread":0.2869276423672973,"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."}}