{"id":"W4413939210","doi":"10.24908/iqurcp19912","title":"Soil characteristics associated with microbial inoculants that enhance agricultural crop yields","year":2025,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"Agricultural Development and Management","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Microbial inoculant; Agriculture; Crop; Environmental science; Agronomy; Agroforestry; Biology; Horticulture; Ecology; Inoculation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.0002693941,0.0004671555,0.0003546659,0.0005210698,0.0003287303,0.0007592541,0.0002341716,0.000214363,0.0007514238],"category_scores_gemma":[0.0005996201,0.0001744586,0.000242816,0.0005978374,0.0002214949,0.0001947587,0.0003129379,0.0002470112,0.0002367732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008149283,"about_ca_system_score_gemma":0.001081098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03157159,"about_ca_topic_score_gemma":0.07120685,"domain_scores_codex":[0.9995198,0.00004276802,0.00003392266,0.00008866044,0.0001762226,0.0001385169],"domain_scores_gemma":[0.9993795,0.00005966371,0.0001886206,0.00003531595,0.0002238522,0.0001130237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001584166,0.00007971887,0.01946351,0.00007976725,0.00001823121,0.0000602008,0.00005114596,0.00009047255,0.9753196,0.00002163427,0.00009519478,0.004562041],"study_design_scores_gemma":[0.0000169435,0.001435723,0.4597173,0.000033823,0.0000885532,0.0002437405,0.0006580355,0.0004477708,0.5346887,0.00004531939,0.002602638,0.00002158376],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996686,0.0004476085,0.0004650701,0.00004111666,0.000006667872,0.00006349583,0.0007992878,0.00002679039,0.001464073],"genre_scores_gemma":[0.9955766,0.0004536872,0.001589662,0.00004737232,0.000003910044,0.00003217101,0.001049598,0.00001243235,0.00123453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03157159,"threshold_uncertainty_score":0.06277567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06237910407927011,"score_gpt":0.2995226336889626,"score_spread":0.2371435296096925,"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."}}