{"id":"W4386373795","doi":"10.1007/s10811-023-03054-4","title":"A review of the current status of Kappaphycus alvarezii-based biostimulants in sustainable agriculture","year":2023,"lang":"en","type":"review","venue":"Journal of Applied Phycology","topic":"Plant Growth Enhancement Techniques","field":"Agricultural and Biological Sciences","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"Cape Breton University","funders":"Council of Scientific and Industrial Research, India","keywords":"Kappaphycus alvarezii; Agriculture; Abiotic component; Biology; Productivity; Nutrient; Biotechnology; Agronomy; Environmental science; Botany; Algae; Ecology","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":[0.0008298191,0.0003189276,0.002139721,0.0001152995,0.00004049011,0.000008275766,0.0008912102,0.0002567472,0.00006942371],"category_scores_gemma":[0.0001536998,0.00009488584,0.0006255861,0.001679567,0.000103172,0.00003870731,0.0001902146,0.0007259501,0.000003638077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001515357,"about_ca_system_score_gemma":0.0002408078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002732191,"about_ca_topic_score_gemma":0.00003634825,"domain_scores_codex":[0.997129,0.0001904091,0.001584803,0.0002290819,0.0003719094,0.0004947737],"domain_scores_gemma":[0.9959559,0.0006394642,0.002943536,0.0000985106,0.0002797549,0.00008279739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006549267,0.0004338021,0.00003538011,0.09851795,0.0001398578,0.00002557267,0.00001504776,0.000003712132,0.001888099,0.0007089622,0.02500975,0.8731564],"study_design_scores_gemma":[0.0001355295,0.0002172895,0.0002513903,0.05442484,0.0002778982,0.00001074075,0.00001916137,2.488993e-7,0.0002790231,0.0003078176,0.9439105,0.0001655465],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003177315,0.9971769,6.685048e-7,0.0000818331,0.0001619588,0.00141558,0.0001568162,0.00001493704,0.0006735732],"genre_scores_gemma":[0.0003607544,0.9992241,0.0000402779,0.00009872403,0.0001185394,0.00007023464,0.00005724309,0.00000312997,0.00002705409],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9189008,"threshold_uncertainty_score":0.3869332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04104730941372319,"score_gpt":0.3171463649321493,"score_spread":0.2760990555184261,"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."}}