{"id":"W2761559123","doi":"","title":"Six Strategies for Tiering to Differentiate for Successful Knowledge Acquisition in and Inquiry Environment","year":2017,"lang":"en","type":"article","venue":"2017 Conference of the Canadian Society for the Study of Education","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nipissing University","funders":"","keywords":"Knowledge acquisition; Knowledge management; Psychology; Political science; Computer science","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.000662181,0.00006916827,0.000114939,0.00002641435,0.001466584,0.0001656283,0.000456256,0.00004917406,0.00001165723],"category_scores_gemma":[0.0001593348,0.00005333535,0.00007538097,0.00003037269,0.0002712843,0.0001213177,0.00003751213,0.00004090396,3.765984e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001943303,"about_ca_system_score_gemma":0.00146925,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03352373,"about_ca_topic_score_gemma":0.3059638,"domain_scores_codex":[0.9993885,0.00002924697,0.0001587782,0.0001398194,0.0001031713,0.0001804985],"domain_scores_gemma":[0.9991996,0.0001646164,0.0001315636,0.0002451387,0.0001740925,0.00008503404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003420539,0.0005228659,0.01880943,0.0002142753,0.0001249267,6.724308e-9,0.7971874,0.00001848262,0.000166476,0.1413987,0.006222888,0.03530037],"study_design_scores_gemma":[0.0006869583,0.0001557998,0.3090465,0.0001600917,0.00008585784,6.067602e-8,0.6231061,0.0001618374,0.0001321448,0.04871433,0.01756147,0.0001888871],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9839735,0.00007460752,0.0008210567,0.01075034,0.001096839,0.002555331,0.00002592743,0.000002777329,0.0006996209],"genre_scores_gemma":[0.9979972,0.00002771382,0.0005621085,0.0001007668,0.0001122517,0.0004520726,0.000004155983,0.000005230511,0.0007385616],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2902371,"threshold_uncertainty_score":0.9998333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09056037440026554,"score_gpt":0.3725723027993459,"score_spread":0.2820119283990803,"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."}}