{"id":"W4417009412","doi":"10.32865/2346/102675","title":"Framework for Optimizing Crop Selection for Future Space Missions","year":2025,"lang":"en","type":"article","venue":"","topic":"Light effects on plants","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Mitacs; McGill University; National Aeronautics and Space Administration","keywords":"Resource (disambiguation); Life support system; Production (economics); Space exploration; Selection (genetic algorithm); Habitability; Schedule","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001846064,0.001651538,0.001157808,0.001294494,0.0008528397,0.002223549,0.00258118,0.001414311,0.00975196],"category_scores_gemma":[0.002946226,0.0007714862,0.001805474,0.00106677,0.0005607127,0.001582141,0.001932549,0.001437734,0.001671644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002615221,"about_ca_system_score_gemma":0.004013412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03121137,"about_ca_topic_score_gemma":0.02933466,"domain_scores_codex":[0.9990879,0.0002266905,0.00004418533,0.0001883464,0.0003140507,0.0001388153],"domain_scores_gemma":[0.9990962,0.0003971053,0.00008983639,0.00006230392,0.0002865292,0.00006814262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002302961,0.00005027118,0.0008254012,0.00007669241,0.00002526745,0.0000646203,0.00004323541,0.9568387,0.0005316816,0.02144876,0.002291785,0.01778051],"study_design_scores_gemma":[0.00001315257,0.00002695784,0.0001670815,0.00002299269,0.00001457349,0.00002293947,0.00002993523,0.983288,0.0003003095,0.01125369,0.004847735,0.00001265804],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01085517,0.0005162828,0.963251,0.0008508834,0.00007157767,0.0002765209,0.001598223,0.001174661,0.02140568],"genre_scores_gemma":[0.2523538,0.00108797,0.7316019,0.0002952995,0.00006963937,0.001149393,0.003078536,0.0004939704,0.00986944],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03121137,"threshold_uncertainty_score":0.0620594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01770573958999086,"score_gpt":0.2745683390002743,"score_spread":0.2568625994102834,"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."}}