{"id":"W4403757956","doi":"10.37964/cr24784","title":"Maximizing success when it is the product of two things that go in opposite directions: the magic of elsasticity","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Physician Leadership","topic":"Evolutionary Psychology and Human Behavior","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Elasticity (physics); MAGIC (telescope); Art; Physics; Astronomy; Thermodynamics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008440957,0.0001570485,0.0002789452,0.0003698905,0.000154944,0.00004404522,0.0006202799,0.00007398703,0.0005744706],"category_scores_gemma":[0.00003276672,0.0001075064,0.0002048881,0.0003815346,0.0006901732,0.0003160714,0.0000106277,0.0008471147,0.00004358402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001145928,"about_ca_system_score_gemma":0.0003490802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004282969,"about_ca_topic_score_gemma":0.01132196,"domain_scores_codex":[0.9984264,0.0003494248,0.0004505366,0.0002165787,0.0001861477,0.0003708515],"domain_scores_gemma":[0.9988805,0.0002641671,0.0002725812,0.0003437781,0.0001221635,0.0001168226],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0003344982,0.0005086825,0.2442028,0.000488797,0.001278879,0.0006822472,0.3765931,0.0001814681,0.003275424,0.06373148,0.2748906,0.03383201],"study_design_scores_gemma":[0.001718705,0.0005197497,0.848331,0.002705012,0.0009224417,0.000764139,0.07777821,0.00008209646,0.001695335,0.02958727,0.03520388,0.0006921248],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8392268,0.02574795,0.0001170443,0.1106451,0.003743624,0.0005287208,0.00007684763,0.0000179543,0.01989589],"genre_scores_gemma":[0.9941205,0.00001186961,0.00003932362,0.003681297,0.0004262161,0.000006235912,0.000001612865,0.00002294479,0.001689999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6041282,"threshold_uncertainty_score":0.6474596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1355386462957966,"score_gpt":0.3371777090815817,"score_spread":0.201639062785785,"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."}}