{"id":"W6922402449","doi":"10.1177/13896911251320705","title":"Editorial: New Ambition, Solving Chess","year":2024,"lang":"en","type":"article","venue":"ICGA Journal","topic":"Education Methods and Technologies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Technology forecasting; Key (lock)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00125563,0.0000446785,0.00005977974,0.00008923523,0.0004568545,0.0005811199,0.0001796325,0.00009487842,0.0006301269],"category_scores_gemma":[0.000513676,0.00003822529,0.00005294289,0.0002539807,0.00007840691,0.0003063824,0.00001578075,0.0003275613,0.00007044889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009233374,"about_ca_system_score_gemma":0.0006542109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002154072,"about_ca_topic_score_gemma":0.00009386792,"domain_scores_codex":[0.9992531,0.00008630771,0.0001239682,0.00008220859,0.0002789283,0.0001754946],"domain_scores_gemma":[0.9995648,0.0001503407,0.00003829057,0.0000609546,0.00008557504,0.0001000438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[6.564487e-7,0.000005973058,0.0001399586,0.000003035776,0.00000806201,0.00000325085,0.003909058,8.194789e-7,0.0002172641,0.05336865,0.8848505,0.05749277],"study_design_scores_gemma":[0.00002960911,0.000007930998,0.0001176854,0.00004227396,0.000005994105,0.000006802894,0.005051563,0.000002673778,0.0001469219,0.1103463,0.8841944,0.00004779128],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.02399491,0.00696218,0.0301308,0.09984101,0.7893517,0.0001442417,0.00000222385,0.001012393,0.04856056],"genre_scores_gemma":[0.1635475,0.002026578,0.04168906,0.0002779084,0.7752166,0.000006005401,9.414055e-7,0.00002689014,0.01720852],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1395526,"threshold_uncertainty_score":0.6899447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04967985016303551,"score_gpt":0.417905943543266,"score_spread":0.3682260933802305,"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."}}