{"id":"W4403305884","doi":"10.1017/9781009302180.031","title":"The Game of Life","year":2024,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Artificial Intelligence in Education","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Computer science; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001370157,0.0001809503,0.0001843097,0.0001079912,0.0001333433,0.0001023396,0.001559944,0.0001623329,0.000001374],"category_scores_gemma":[0.00002271332,0.0001646257,0.0001579263,0.00001458294,0.0002976525,0.0001021328,0.0006381596,0.0003189526,0.00007671438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001096617,"about_ca_system_score_gemma":0.000271385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009551462,"about_ca_topic_score_gemma":0.000003579358,"domain_scores_codex":[0.9989764,0.0000203356,0.0002082643,0.0003584311,0.0002617071,0.0001748533],"domain_scores_gemma":[0.9984839,0.0001830686,0.0001941979,0.0008402996,0.0001971201,0.0001014281],"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":[0.000006951027,0.000003197668,2.345193e-7,0.00002669845,0.00004945511,0.00001505255,0.0001583279,0.000006090731,0.00001583107,0.9762067,0.01886822,0.004643225],"study_design_scores_gemma":[0.00002168126,0.00002436079,0.000002166166,0.00008604312,0.00004104659,0.000002969388,0.00004655388,0.001571773,0.0008043302,0.001381145,0.995842,0.0001759216],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003660769,0.0004586659,0.0129552,0.0001450075,0.001178938,0.0002057608,0.00001976307,0.0001178467,0.9848822],"genre_scores_gemma":[0.004861371,0.0001228326,0.0001640567,0.0000335062,0.0001275367,4.647371e-7,0.000002343059,0.00001699997,0.9946709],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9769738,"threshold_uncertainty_score":0.6713241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03560670347856205,"score_gpt":0.2299576916467628,"score_spread":0.1943509881682007,"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."}}