{"id":"W3190087692","doi":"10.11575/prism/39058","title":"“Digging a Hole With a Fork”: Investigating Reading Difficulty in Manitoba: An Exploratory Case Study of Adults","year":2021,"lang":"en","type":"dissertation","venue":"PRISM (University of Calgary)","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Digging; Fork (system call); Reading (process); Tuning fork; Psychology; Library science; History; Computer science; Engineering; Archaeology; Political science; Physics; Law; Mechanical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008882678,0.0007927691,0.0004867765,0.001179993,0.01013784,0.001978731,0.001876388,0.00201853,0.001466895],"category_scores_gemma":[0.001862542,0.0007051008,0.0003392284,0.001521471,0.003435096,0.001128772,0.002505704,0.001666317,0.0002747793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006935021,"about_ca_system_score_gemma":0.006556154,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2977517,"about_ca_topic_score_gemma":0.6824069,"domain_scores_codex":[0.9993058,0.0002781971,0.00003785687,0.00007692708,0.00006907138,0.0002320098],"domain_scores_gemma":[0.9991203,0.0002511634,0.0001667963,0.00003835895,0.0001367504,0.0002866998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002822383,0.0001484149,0.04035205,0.0001480835,0.00001302759,0.03327386,0.9186689,0.00004901548,0.002035351,0.0003136524,0.0004762406,0.004493216],"study_design_scores_gemma":[0.00000337166,0.0001245027,0.0271596,0.0001052549,0.00001595372,0.006603905,0.9613036,0.00006804262,0.0003234654,0.00007908227,0.004199918,0.00001336829],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975285,0.0003366947,0.0001633411,0.0004838583,0.00000954685,0.00006283801,0.0000336894,0.000004634884,0.001376962],"genre_scores_gemma":[0.9951739,0.0009799327,0.0007506963,0.0006406188,0.00001195801,0.00006838417,0.00003846995,0.00001002782,0.002326039],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7022483,"threshold_uncertainty_score":0.5920372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03423035502869871,"score_gpt":0.2839365229200068,"score_spread":0.2497061678913081,"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."}}