{"id":"W7049403430","doi":"","title":"Neither Grasshopper nor Ant: learning from coding for fun and from gaming [WIP]","year":2021,"lang":"en","type":"other","venue":"White Rose Research Online (University of Leeds, The University of Sheffield, University of York)","topic":"Photocathodes and Microchannel Plates","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Coding (social sciences); Grasshopper; Perception","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":[0.001802362,0.0005236117,0.0002759394,0.0005452834,0.001722533,0.004822244,0.001319869,0.001398825,0.02154135],"category_scores_gemma":[0.0117582,0.0003991577,0.0003249104,0.0005749185,0.005229481,0.01013034,0.00384652,0.00256294,0.00529052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009099417,"about_ca_system_score_gemma":0.001858349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003693372,"about_ca_topic_score_gemma":0.005049119,"domain_scores_codex":[0.9987743,0.0004570666,0.00004863882,0.0002102086,0.0003962143,0.0001133825],"domain_scores_gemma":[0.9965202,0.001449976,0.0001185862,0.0009617333,0.0005028431,0.0004466735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008020965,0.00005624762,0.001138697,0.0001559415,0.000008498027,0.0001560864,0.008876834,0.001191929,0.002762405,0.5100256,0.07272752,0.40282],"study_design_scores_gemma":[0.00001620379,0.00004783325,0.000911349,0.0002437406,0.00001130282,0.0005564691,0.003045087,0.01031598,0.005690488,0.4403149,0.5387863,0.00006035627],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02937456,0.001125967,0.4490585,0.01212951,0.0006437575,0.0001074778,0.0001837086,0.006576478,0.5008],"genre_scores_gemma":[0.3563645,0.001729253,0.3220679,0.003234046,0.0001525989,0.0002411679,0.0006841554,0.005709876,0.3098164],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02154135,"threshold_uncertainty_score":0.07206303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03902503237770761,"score_gpt":0.233571601672521,"score_spread":0.1945465692948134,"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."}}