{"id":"W4392597319","doi":"10.1242/jcs.262025","title":"First person – Michelle Ly","year":2024,"lang":"en","type":"article","venue":"Journal of Cell Science","topic":"Cellular Mechanics and Interactions","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Biology; Extracellular matrix; Embryonic stem cell; Cell biology; Selection (genetic algorithm); Integrin; Library science; Cognitive science; Genetics; Cell; Psychology; Gene","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00566455,0.001016391,0.0008944149,0.001240326,0.007946763,0.005831003,0.001176586,0.003191359,0.1672918],"category_scores_gemma":[0.02924082,0.0006339279,0.0003679472,0.000663797,0.002702281,0.0048858,0.005203579,0.007312432,0.08341221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004451954,"about_ca_system_score_gemma":0.005257178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004244833,"about_ca_topic_score_gemma":0.004966393,"domain_scores_codex":[0.992733,0.00321579,0.000267543,0.001073712,0.001913125,0.0007967424],"domain_scores_gemma":[0.9733536,0.004310868,0.001357501,0.001393846,0.01072095,0.008863325],"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":[0.0001148348,0.0001041568,0.0005842254,0.0001784256,0.00000541378,0.0008509132,0.02782127,0.00004512772,0.001877839,0.00462703,0.9311591,0.03263161],"study_design_scores_gemma":[0.000008643498,0.00003785659,0.000323709,0.0001130116,0.000001142963,0.0005471565,0.0178176,0.0000685965,0.0002735431,0.0007183523,0.9800636,0.00002678608],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.06139323,0.01110139,0.03481505,0.4924139,0.06524046,0.0029318,0.005822045,0.00654119,0.319741],"genre_scores_gemma":[0.1725671,0.001690496,0.01268411,0.1373168,0.003228798,0.002343143,0.0007326282,0.001947683,0.6674892],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1672918,"threshold_uncertainty_score":0.559647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00900976306958601,"score_gpt":0.246476877103873,"score_spread":0.237467114034287,"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."}}