{"id":"W4404387611","doi":"10.1038/s41563-024-02052-2","title":"Mechanically constrained into naivety","year":2024,"lang":"en","type":"article","venue":"Nature Materials","topic":"Pluripotent Stem Cells Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Nanotechnology; Materials science; Astrobiology; Physics","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":[0.0001599446,0.0003938301,0.0003676319,0.0002979073,0.0008342873,0.0012161,0.0008770975,0.0005304817,0.01961443],"category_scores_gemma":[0.0005125937,0.0004421519,0.0002482353,0.0001696765,0.0009823275,0.0009456479,0.001422073,0.001348744,0.00241262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004768407,"about_ca_system_score_gemma":0.0006154146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00102839,"about_ca_topic_score_gemma":0.00238201,"domain_scores_codex":[0.9995401,0.00002105995,0.00001776591,0.0001703189,0.0001510562,0.00009974697],"domain_scores_gemma":[0.999589,0.00004802093,0.00005549835,0.0001167156,0.0000551354,0.0001354913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001970506,0.00007169983,0.0003552423,0.00005736467,0.00001339429,0.0001318698,0.0001568782,0.001494237,0.9677138,0.02268448,0.000797812,0.006326238],"study_design_scores_gemma":[0.0002026227,0.001254351,0.005291412,0.00005423523,0.0000454305,0.0006958438,0.0005169351,0.0431725,0.863418,0.02759071,0.0575989,0.0001590369],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8973466,0.0002772908,0.03262731,0.000422789,0.0005182701,0.0001146597,0.0005597739,0.0006681429,0.06746514],"genre_scores_gemma":[0.9522923,0.0001025041,0.01098463,0.0002778477,0.00004044675,0.00009234562,0.000519801,0.0003982971,0.03529187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01961443,"threshold_uncertainty_score":0.06561679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005737474144943669,"score_gpt":0.2864814309815661,"score_spread":0.2807439568366224,"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."}}