{"id":"W4401632395","doi":"10.22215/etd/2024-16047","title":"The Quantity and Quality of Fathers' Shared Book Reading Practices","year":2024,"lang":"en","type":"dissertation","venue":"","topic":"Reading and Literacy Development","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Shared reading; Reading (process); Vocabulary; Psychology; Session (web analytics); Quality (philosophy); Developmental psychology; Variety (cybernetics); Literacy; Linguistics; Computer science; Pedagogy; World Wide Web","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":[0.002859114,0.00015582,0.0002509742,0.0008942666,0.0003740239,0.001020973,0.0003349357,0.0002005323,0.001761479],"category_scores_gemma":[0.0179633,0.0002550315,0.0001635664,0.000514075,0.000569657,0.0006434703,0.001224008,0.0003523803,0.0001354634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002489126,"about_ca_system_score_gemma":0.0003293847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001265908,"about_ca_topic_score_gemma":0.003026856,"domain_scores_codex":[0.9971507,0.001283267,0.0002186214,0.0004205509,0.0008194585,0.0001073649],"domain_scores_gemma":[0.9793307,0.01206005,0.005124941,0.001561301,0.00125289,0.0006701524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001404745,0.00007059299,0.8985313,0.000109702,0.0001274317,0.0004123964,0.03278118,0.0002100651,0.006176548,0.0007017566,0.0001207598,0.06061788],"study_design_scores_gemma":[0.00000474688,0.0001849547,0.9864319,0.00004997115,0.00004480623,0.001202927,0.00837768,0.0003262639,0.001677592,0.0003765025,0.001308846,0.00001377218],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972053,0.0002457448,0.001195505,0.00003456887,0.000004242774,0.00000405199,0.00009594235,0.000007781614,0.001206718],"genre_scores_gemma":[0.9986628,0.00011983,0.0007063028,0.000005198155,0.000003150387,0.000004416474,0.00007321431,0.000005232952,0.0004199339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002859114,"threshold_uncertainty_score":0.01512063,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0703396680870064,"score_gpt":0.4336694525036113,"score_spread":0.3633297844166049,"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."}}