{"id":"W6982977041","doi":"","title":"Learning from Experience: My Time with SWIM and READ","year":2021,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Reading and Literacy Development","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Passions; Variety (cybernetics); Work (physics); Literacy; Reading (process)","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":[0.001950465,0.0005388901,0.0005431949,0.0006582594,0.00971742,0.009067333,0.001361963,0.002289857,0.02182372],"category_scores_gemma":[0.01062663,0.0003907668,0.0005961188,0.0005062789,0.005822912,0.008520913,0.009452282,0.006643385,0.008056666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001375305,"about_ca_system_score_gemma":0.002812921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002845375,"about_ca_topic_score_gemma":0.008056765,"domain_scores_codex":[0.9976579,0.001003979,0.00004428844,0.0002494372,0.0006004105,0.0004440659],"domain_scores_gemma":[0.99295,0.00058136,0.0003261923,0.0002630574,0.0009476469,0.004931782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009864664,0.0004796479,0.006397389,0.0003730574,0.00003413239,0.003100637,0.5526077,0.00008009405,0.003611646,0.01120007,0.2947514,0.1272656],"study_design_scores_gemma":[0.00001587378,0.0003208853,0.00698131,0.0006446335,0.00002580495,0.00297232,0.4072926,0.00008043699,0.0008476218,0.004937927,0.5757967,0.00008388433],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3398358,0.01019226,0.01202107,0.1365154,0.0107368,0.0003469098,0.0004775584,0.001435544,0.4884386],"genre_scores_gemma":[0.727972,0.004770711,0.006438138,0.02601261,0.001401955,0.0002925697,0.0002968999,0.001007368,0.2318077],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02182372,"threshold_uncertainty_score":0.07300764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06435066812486243,"score_gpt":0.3186494677980314,"score_spread":0.2542987996731689,"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."}}