{"id":"W7027146476","doi":"","title":"Break it! till you Make it!","year":2020,"lang":"en","type":"dissertation","venue":"OCAD University Open Research Repository (OCAD University)","topic":"Literacy, Media, and Education","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Process (computing); Democratization; Digital learning; Digital media; Mobile device; Focus group","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":[0.001403206,0.0002782776,0.0001440511,0.0005840829,0.01038437,0.004577198,0.0009218279,0.0009264924,0.01640032],"category_scores_gemma":[0.002260619,0.0002292904,0.0002507862,0.0007023879,0.006415677,0.002510299,0.004259216,0.001690177,0.001678073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01138546,"about_ca_system_score_gemma":0.01198761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1763307,"about_ca_topic_score_gemma":0.5588437,"domain_scores_codex":[0.9986279,0.0005371536,0.0000255075,0.0001338648,0.0001909671,0.0004846222],"domain_scores_gemma":[0.9986631,0.0003557891,0.0001165479,0.00008805994,0.0001241084,0.0006525093],"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":[0.00005141139,0.0004850653,0.01949652,0.0002844452,0.00001021716,0.001996053,0.8104966,0.0002066531,0.001189173,0.03739487,0.03446652,0.09392251],"study_design_scores_gemma":[0.00001139524,0.000134947,0.02928154,0.0002663933,0.00001129338,0.0003521513,0.684814,0.00008934843,0.0008972448,0.001588052,0.2825359,0.00001770242],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.5750489,0.0008970398,0.002737735,0.00954178,0.0001966024,0.0002848005,0.0002187001,0.0001086916,0.4109658],"genre_scores_gemma":[0.8425221,0.001499403,0.002583147,0.0008883713,0.00002165503,0.0001512289,0.0001850811,0.00005141101,0.1520974],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1763307,"threshold_uncertainty_score":0.3506086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09487318038777039,"score_gpt":0.3102767039230045,"score_spread":0.2154035235352342,"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."}}