{"id":"W4415644993","doi":"10.1002/ppp3.70115","title":"A manifesto for plant science education","year":2025,"lang":"en","type":"article","venue":"Plants People Planet","topic":"Animal and Plant Science Education","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sciencetech (Canada)","funders":"National Science Foundation","keywords":"Manifesto; Inclusion (mineral); Diversity (politics); Legislature; Science education; Sustainability; Environmental education; Plant science","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":[0.0003763277,0.0001137535,0.0001273975,0.0002775422,0.0003016213,0.00006640539,0.0003692412,0.00006453144,0.0003749792],"category_scores_gemma":[0.00005153486,0.0001023298,0.00001630651,0.000308784,0.00007753776,0.0001290003,0.00002445792,0.00008124075,0.0004332011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004250072,"about_ca_system_score_gemma":0.0007821199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001071121,"about_ca_topic_score_gemma":0.0005729271,"domain_scores_codex":[0.9988794,0.00001915066,0.0001748878,0.0003884589,0.000160858,0.0003772917],"domain_scores_gemma":[0.9993354,0.0002533144,0.000069323,0.000216184,0.00003500003,0.0000907406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0004469735,0.0005232511,0.09916496,0.00007109622,0.00002805431,0.000004359016,0.003934558,0.000005215448,0.00231954,0.1348141,0.7382134,0.02047449],"study_design_scores_gemma":[0.000349793,0.0001176001,0.6403771,0.00004833761,0.00002463068,0.0001839279,0.00284065,0.0002983631,0.0002373593,0.00156254,0.3537048,0.0002548658],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8698523,0.0002800178,0.0004031245,0.0008942845,0.01016456,0.0007420974,0.001571551,0.0001187874,0.1159733],"genre_scores_gemma":[0.9873007,0.00001387777,0.0004039016,0.0007633722,0.0003019942,0.0001248065,0.001671061,0.000005706694,0.009414573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5412121,"threshold_uncertainty_score":0.5568067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02364619758449267,"score_gpt":0.3290324318723084,"score_spread":0.3053862342878157,"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."}}